diff --git a/src/data/roadmaps/mlops/content/airflow@AjZHJcxUY29WZbCvr3zrs.md b/src/data/roadmaps/mlops/content/airflow@AjZHJcxUY29WZbCvr3zrs.md index 06a61a4fa..ece5fac44 100644 --- a/src/data/roadmaps/mlops/content/airflow@AjZHJcxUY29WZbCvr3zrs.md +++ b/src/data/roadmaps/mlops/content/airflow@AjZHJcxUY29WZbCvr3zrs.md @@ -7,7 +7,7 @@ Visit the following resources to learn more: - [@official@Airflow](https://airflow.apache.org/) - [@official@Airflow Docs](https://airflow.apache.org/docs) - [@opensource@airflow](https://github.com/apache/airflow) -- [@article@What is Apache Airflow? For beginners](https://www.youtube.com/watch?v=CGxxVj13sOs) -- [@article@Building Pipelines In Apache Airflow – For Beginners](https://towardsdatascience.com/building-pipelines-in-apache-airflow-for-beginners-58f87a1512d5/) +- [@article@Building Pipelines In Apache Airflow – For Beginners](https://towardsdatascience.com/building-pipelines-in-apache-airflow-for-beginners-58f87a1512d5/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@video@What is Apache Airflow? For beginners](https://www.youtube.com/watch?v=CGxxVj13sOs) - [@video@Apache Airflow Tutorial for Data Engineers](https://www.youtube.com/watch?v=y5rYZLBZ_Fw) - [@feed@Explore top posts about Apache Airflow](https://app.daily.dev/tags/apache-airflow?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/cloud-native-ml-services@kbfucfIO5KCsuv3jKbHTa.md b/src/data/roadmaps/mlops/content/cloud-native-ml-services@kbfucfIO5KCsuv3jKbHTa.md index 8fdbbd3da..5408825b3 100644 --- a/src/data/roadmaps/mlops/content/cloud-native-ml-services@kbfucfIO5KCsuv3jKbHTa.md +++ b/src/data/roadmaps/mlops/content/cloud-native-ml-services@kbfucfIO5KCsuv3jKbHTa.md @@ -8,4 +8,6 @@ Visit the following resources to learn more: - [@official@Azure ML](https://azure.microsoft.com/en-gb/products/machine-learning) - [@official@Vertex AI Platform](https://cloud.google.com/vertex-ai?hl=en) - [@article@What is cloud native?](https://cloud.google.com/learn/what-is-cloud-native?hl=en) +- [@article@Azure ML vs. AWS SageMaker: A Deep Dive into Model Training — Part 1](https://towardsdatascience.com/azure-ml-vs-aws-sagemaker-a-deep-dive-into-scalable-model-training-part-1/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@article@AWS vs. Azure: A Deep Dive into Model Training – Part 2](https://towardsdatascience.com/aws-vs-azure-a-deep-dive-into-model-training-part-2/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@What is Cloud Native?](https://www.youtube.com/watch?v=fp9_ubiKqFU) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/cml@MLob7b468ZgNX7-cURqmJ.md b/src/data/roadmaps/mlops/content/cml@MLob7b468ZgNX7-cURqmJ.md index c4c48e58a..5a6f3377c 100644 --- a/src/data/roadmaps/mlops/content/cml@MLob7b468ZgNX7-cURqmJ.md +++ b/src/data/roadmaps/mlops/content/cml@MLob7b468ZgNX7-cURqmJ.md @@ -4,6 +4,6 @@ Continuous Machine Learning (CML) is a tool designed to bring continuous integra Visit the following resources to learn more: -- [@article@CML](https://cml.dev/) -- [@article@Get Started with CML](https://cml.dev/doc/start) -- [@article@Continuous Machine Learning](https://towardsdatascience.com/continuous-machine-learning-e1ffb847b8da/) \ No newline at end of file +- [@official@CML](https://cml.dev/) +- [@official@Get Started with CML](https://cml.dev/doc/start) +- [@article@Continuous Machine Learning](https://towardsdatascience.com/continuous-machine-learning-e1ffb847b8da/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/data-ingestion-architecture@Berd78HvnulNEGOsHCf8n.md b/src/data/roadmaps/mlops/content/data-ingestion-architecture@Berd78HvnulNEGOsHCf8n.md index 483b13838..2ebac809f 100644 --- a/src/data/roadmaps/mlops/content/data-ingestion-architecture@Berd78HvnulNEGOsHCf8n.md +++ b/src/data/roadmaps/mlops/content/data-ingestion-architecture@Berd78HvnulNEGOsHCf8n.md @@ -7,4 +7,6 @@ Lambda and Kappa architectures are two popular data ingestion architectures that Visit the following resources to learn more: - [@article@Data Ingestion Patterns](https://docs.aws.amazon.com/whitepapers/latest/aws-cloud-data-ingestion-patterns-practices/data-ingestion-patterns.html) +- [@article@Data pipeline design patterns](https://towardsdatascience.com/data-pipeline-design-patterns-100afa4b93e3/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@article@How to Build an AI-Powered Weather ETL Pipeline with Databricks and GPT-4o: From API To Dashboard](https://towardsdatascience.com/how-to-build-an-ai-powered-weather-etl-pipeline-with-databricks-and-gpt-4o-from-api-to-dashboard/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@What is a data pipeline?](https://www.youtube.com/watch?v=kGT4PcTEPP8) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/data-lakes--warehouses@wOogVDV4FIDLXVPwFqJ8C.md b/src/data/roadmaps/mlops/content/data-lakes--warehouses@wOogVDV4FIDLXVPwFqJ8C.md index 4c588487b..2c45f3832 100644 --- a/src/data/roadmaps/mlops/content/data-lakes--warehouses@wOogVDV4FIDLXVPwFqJ8C.md +++ b/src/data/roadmaps/mlops/content/data-lakes--warehouses@wOogVDV4FIDLXVPwFqJ8C.md @@ -5,7 +5,7 @@ Data lakes and data warehouses are both systems for storing large amounts of dat Visit the following resources to learn more: - [@article@Data Lake Definition](https://azure.microsoft.com/en-gb/resources/cloud-computing-dictionary/what-is-a-data-lake) -- [@article@Data Lake VS Data Warehouse](https://towardsdatascience.com/data-lake-vs-data-warehouse-2e3df551b800/) +- [@article@Data Lake VS Data Warehouse](https://towardsdatascience.com/data-lake-vs-data-warehouse-2e3df551b800/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@What is a Data Lake?](https://www.youtube.com/watch?v=LxcH6z8TFpI) - [@video@What is a Data Warehouse?](https://www.youtube.com/watch?v=k4tK2ttdSDg) - [@video@Data Lake VS Data Warehouse VS Data Marts](https://www.youtube.com/watch?v=w9-WoReNKHk) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/data-lineage@6XgP_2NLuiw654zvTyueT.md b/src/data/roadmaps/mlops/content/data-lineage@6XgP_2NLuiw654zvTyueT.md index 79c0776d1..ad01cc8c2 100644 --- a/src/data/roadmaps/mlops/content/data-lineage@6XgP_2NLuiw654zvTyueT.md +++ b/src/data/roadmaps/mlops/content/data-lineage@6XgP_2NLuiw654zvTyueT.md @@ -6,6 +6,4 @@ Visit the following resources to learn more: - [@article@What is Data Lineage?](https://www.ibm.com/topics/data-lineage) - [@article@What is a Feature Store](https://www.snowflake.com/guides/what-feature-store-machine-learning/) -- [@article@The Ultimate Guide To Data Lineage](https://www.montecarlodata.com/blog-data-lineage/) -- [@video@What is Data Lineage?](https://www.youtube.com/watch?v=Jar5Rr_7TOU) -- [@article@What is a Feature Store](https://www.snowflake.com/guides/what-feature-store-machine-learning/) +- [@article@How Should We Be Thinking about Data Lineage?](https://towardsdatascience.com/how-should-we-be-thinking-about-data-lineage-541ca5ab83d0/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/docker@XIdCvT-4HyyglHJLRrHlz.md b/src/data/roadmaps/mlops/content/docker@XIdCvT-4HyyglHJLRrHlz.md index d53da9ce6..e6a0f4fdb 100644 --- a/src/data/roadmaps/mlops/content/docker@XIdCvT-4HyyglHJLRrHlz.md +++ b/src/data/roadmaps/mlops/content/docker@XIdCvT-4HyyglHJLRrHlz.md @@ -6,6 +6,7 @@ Visit the following resources to learn more: - [@roadmap@Visit Dedicated Docker Roadmap](https://roadmap.sh/docker) - [@official@Docker Documentation](https://docs.docker.com/) +- [@article@A Data Scientist’s Guide to Docker Containers](https://towardsdatascience.com/a-data-scientists-guide-to-docker-containers/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Docker Tutorial](https://www.youtube.com/watch?v=RqTEHSBrYFw) - [@video@Docker Simplified in 55 Seconds](https://youtu.be/vP_4DlOH1G4) - [@feed@Explore top posts about Docker](https://app.daily.dev/tags/docker?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/explainable-ai@qy37ppIWDT_we-duuHwgT.md b/src/data/roadmaps/mlops/content/explainable-ai@qy37ppIWDT_we-duuHwgT.md index 61c8fcfb7..806b3e841 100644 --- a/src/data/roadmaps/mlops/content/explainable-ai@qy37ppIWDT_we-duuHwgT.md +++ b/src/data/roadmaps/mlops/content/explainable-ai@qy37ppIWDT_we-duuHwgT.md @@ -6,4 +6,5 @@ Visit the following resources to learn more: - [@article@What is Explainable AI (XAI)?](https://www.ibm.com/think/topics/explainable-ai) - [@article@Explainable AI (XAI) | Giskard](https://www.giskard.ai/glossary/explainable-ai-xai) +- [@article@How to Leverage Explainable AI for Better Business Decisions](https://towardsdatascience.com/how-to-leverage-explainable-ai-for-better-business-decisions/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Explainable AI: Demystifying AI Agents Decision-Making](https://www.youtube.com/watch?v=yJkCuEu3K68) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/flink@o6GQ3-8DgDtHzdX6yeg1w.md b/src/data/roadmaps/mlops/content/flink@o6GQ3-8DgDtHzdX6yeg1w.md index f97d24836..d38872e85 100644 --- a/src/data/roadmaps/mlops/content/flink@o6GQ3-8DgDtHzdX6yeg1w.md +++ b/src/data/roadmaps/mlops/content/flink@o6GQ3-8DgDtHzdX6yeg1w.md @@ -6,6 +6,6 @@ Visit the following resources to learn more: - [@official@Apache Flink Documentation](https://flink.apache.org/) - [@article@Apache Flink](https://www.tutorialspoint.com/apache_flink/apache_flink_introduction.htm) -- [@article@An Introduction to Stream Processing with Apache Flink](https://towardsdatascience.com/an-introduction-to-stream-processing-with-apache-flink-b4acfa58f14d/) +- [@article@An Introduction to Stream Processing with Apache Flink](https://towardsdatascience.com/an-introduction-to-stream-processing-with-apache-flink-b4acfa58f14d/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Introduction | Apache Flink 101](https://www.youtube.com/watch?v=3cg5dABA6mo&list=PLa7VYi0yPIH1UdmQcnUr8lvjbUV8JriK0) - [@feed@Explore top posts about Apache Flink](https://app.daily.dev/tags/apache-flink?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/git@06T5CbZAGJU6fJhCmqCC8.md b/src/data/roadmaps/mlops/content/git@06T5CbZAGJU6fJhCmqCC8.md index 5cf800f3f..7609277f2 100644 --- a/src/data/roadmaps/mlops/content/git@06T5CbZAGJU6fJhCmqCC8.md +++ b/src/data/roadmaps/mlops/content/git@06T5CbZAGJU6fJhCmqCC8.md @@ -6,6 +6,7 @@ Visit the following resources to learn more: - [@roadmap@Visit Dedicated Git & GitHub Roadmap](https://roadmap.sh/git-github) - [@article@Learn Git with Tutorials, News and Tips - Atlassian](https://www.atlassian.com/git) +- [@article@Getting Started with Git and GitHub: A Complete Tutorial for Beginner](https://towardsdatascience.com/learn-basic-git-commands-for-your-data-science-works-2a75396d530d/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@article@Git Cheat Sheet](https://cs.fyi/guide/git-cheatsheet) - [@video@Git & GitHub Crash Course For Beginners](https://www.youtube.com/watch?v=SWYqp7iY_Tc) - [@feed@Explore top posts about Git](https://app.daily.dev/tags/git?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/github@7t7jSb3YgyWlhgCe8Se1I.md b/src/data/roadmaps/mlops/content/github@7t7jSb3YgyWlhgCe8Se1I.md index 75e6dbcfc..e6e5cfed9 100644 --- a/src/data/roadmaps/mlops/content/github@7t7jSb3YgyWlhgCe8Se1I.md +++ b/src/data/roadmaps/mlops/content/github@7t7jSb3YgyWlhgCe8Se1I.md @@ -7,5 +7,6 @@ Visit the following resources to learn more: - [@roadmap@Visit Dedicated Git & GitHub Roadmap](https://roadmap.sh/git-github) - [@official@GitHub](https://github.com) - [@official@GitHub Documentation](https://docs.github.com/en/get-started/quickstart) +- [@article@Comprehensive Guide to GitHub for Data Scientists](https://towardsdatascience.com/comprehensive-guide-to-github-for-data-scientist-d3f71bd320da/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@What is GitHub?](https://www.youtube.com/watch?v=w3jLJU7DT5E) - [@feed@Explore top posts about GitHub](https://app.daily.dev/tags/github?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/grafana@YmRN43yAFF97c7MgNaiqs.md b/src/data/roadmaps/mlops/content/grafana@YmRN43yAFF97c7MgNaiqs.md new file mode 100644 index 000000000..5e93e7e66 --- /dev/null +++ b/src/data/roadmaps/mlops/content/grafana@YmRN43yAFF97c7MgNaiqs.md @@ -0,0 +1,12 @@ +# Grafana + +Grafana is an open-source data visualization and monitoring tool. It allows users to query, visualize, alert on, and explore metrics, logs, and traces. Grafana connects to various data sources, such as Prometheus, Graphite, Elasticsearch, and InfluxDB, to create customizable dashboards that display real-time data and historical trends. + +Visit the following resources to learn more: + +- [@official@Grafana](https://grafana.com/) +- [@official@Grafana Docs](https://grafana.com/docs/) +- [@official@Grafana Webinars and Videos](https://grafana.com/videos/) +- [@article@What is Grafana?](https://www.redhat.com/en/topics/data-services/what-is-grafana) +- [@video@Grafana Explained in Under 5 Minutes ⏲](https://www.youtube.com/watch?v=lILY8eSspEo) +- [@video@Grafana for Beginners Ep. 1](https://www.youtube.com/watch?v=TQur9GJHIIQ&list=PLDGkOdUX1Ujo27m6qiTPPCpFHVfyKq9jT) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/infrastructure-as-code@sf67bSL7HAx6iN7S6MYKs.md b/src/data/roadmaps/mlops/content/infrastructure-as-code@sf67bSL7HAx6iN7S6MYKs.md index 1ac7eedfd..7fb991c4f 100644 --- a/src/data/roadmaps/mlops/content/infrastructure-as-code@sf67bSL7HAx6iN7S6MYKs.md +++ b/src/data/roadmaps/mlops/content/infrastructure-as-code@sf67bSL7HAx6iN7S6MYKs.md @@ -5,5 +5,6 @@ Infrastructure as Code (IaC) is a modern approach to managing and provisioning I Visit the following resources to learn more: - [@article@What is Infrastructure as Code?](https://www.redhat.com/en/topics/automation/what-is-infrastructure-as-code-iac) +- [@article@Automatically Managing Data Pipeline Infrastructures With Terraform](https://towardsdatascience.com/automatically-managing-data-pipeline-infrastructures-with-terraform-323fd1808a47/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Terraform Course for Beginners](https://www.youtube.com/watch?v=SLB_c_ayRMo) - [@video@8 Terraform Best Practices](https://www.youtube.com/watch?v=gxPykhPxRW0) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/jenkins@75mlW2JoUqSNFK2IDfqFP.md b/src/data/roadmaps/mlops/content/jenkins@75mlW2JoUqSNFK2IDfqFP.md index 75fda5727..15974159b 100644 --- a/src/data/roadmaps/mlops/content/jenkins@75mlW2JoUqSNFK2IDfqFP.md +++ b/src/data/roadmaps/mlops/content/jenkins@75mlW2JoUqSNFK2IDfqFP.md @@ -7,4 +7,5 @@ Visit the following resources to learn more: - [@official@Jenkins Website](https://www.jenkins.io/) - [@official@Jenkins Getting Started Guide](https://www.jenkins.io/doc/pipeline/tour/getting-started/) - [@article@Jenkins Tutorial](https://octopus.com/devops/jenkins/jenkins-tutorial/?utm_source=roadmap&utm_medium=link&utm_campaign=devops-ci-cd-gitlab-ci) +- [@article@From DevOps to MLOPS: Integrate Machine Learning Models using Jenkins and Docker](https://towardsdatascience.com/from-devops-to-mlops-integrate-machine-learning-models-using-jenkins-and-docker-79034dbedf1/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Learn Jenkins! Complete Jenkins Course - Zero to Hero](https://www.youtube.com/watch?v=6YZvp2GwT0A) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/kafka@fMNwzhgLgHlAZJ9NvKikR.md b/src/data/roadmaps/mlops/content/kafka@fMNwzhgLgHlAZJ9NvKikR.md index 71b9d068c..33c4ac48a 100644 --- a/src/data/roadmaps/mlops/content/kafka@fMNwzhgLgHlAZJ9NvKikR.md +++ b/src/data/roadmaps/mlops/content/kafka@fMNwzhgLgHlAZJ9NvKikR.md @@ -5,6 +5,7 @@ Kafka is a distributed, fault-tolerant, high-throughput streaming platform. It's Visit the following resources to learn more: - [@official@Apache Kafka Quickstart](https://kafka.apache.org/quickstart) -- [@article@Read Articles about Kafka](https://towardsdatascience.com/tag/apache-kafka/) +- [@article@What is Apache Kafka?](https://aws.amazon.com/what-is/apache-kafka/) +- [@article@End-to-End Data Engineering System on Real Data with Kafka, Spark, Airflow, Postgres, and Docker](https://towardsdatascience.com/end-to-end-data-engineering-system-on-real-data-with-kafka-spark-airflow-postgres-and-docker-a70e18df4090/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Apache Kafka Fundamentals](https://www.youtube.com/watch?v=B5j3uNBH8X4) - [@feed@Explore top posts about Kafka](https://app.daily.dev/tags/kafka?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/kubeflow@QEayqA8zYsJn0rQYz-4zv.md b/src/data/roadmaps/mlops/content/kubeflow@QEayqA8zYsJn0rQYz-4zv.md index 5e6ba08d1..744577c52 100644 --- a/src/data/roadmaps/mlops/content/kubeflow@QEayqA8zYsJn0rQYz-4zv.md +++ b/src/data/roadmaps/mlops/content/kubeflow@QEayqA8zYsJn0rQYz-4zv.md @@ -7,5 +7,6 @@ Visit the following resources to learn more: - [@official@Kubeflow](https://www.kubeflow.org/) - [@opensource@kubeflow](https://github.com/kubeflow/kubeflow) - [@article@What is Kubeflow?](https://cloud.google.com/discover/what-is-kubeflow?hl=en) +- [@article@Tutorial – Basic Kubeflow Pipeline From Scratch](https://towardsdatascience.com/tutorial-basic-kubeflow-pipeline-from-scratch-5f0350dc1905/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Kubeflow Explained for Beginners](https://www.youtube.com/watch?v=hvzEPlRdJ2Q) - [@video@Intro to Kubeflow Pipelines](https://www.youtube.com/watch?v=_AY8mmbR1o4&list=PLIivdWyY5sqLS4lN75RPDEyBgTro_YX7x) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/lime@pVSlVHXIap0unFxLGM-lQ.md b/src/data/roadmaps/mlops/content/lime@pVSlVHXIap0unFxLGM-lQ.md index a5236566a..3cb527096 100644 --- a/src/data/roadmaps/mlops/content/lime@pVSlVHXIap0unFxLGM-lQ.md +++ b/src/data/roadmaps/mlops/content/lime@pVSlVHXIap0unFxLGM-lQ.md @@ -1,10 +1,9 @@ -# LIME +# Airflow -LIME (Local Interpretable Model-agnostic Explanations) is a technique used to understand the predictions of machine learning models. It works by approximating the complex model with a simpler, interpretable model (like a linear model) in the vicinity of a specific prediction. This local approximation helps to understand which features are most important for that particular prediction, providing insights into why the model made that decision. +Airflow is a platform to programmatically author, schedule, and monitor workflows. Use airflow to author workflows as directed acyclic graphs (DAGs) of tasks. The airflow scheduler executes your tasks on an array of workers while following the specified dependencies. Rich command-line utilities make performing complex surgeries on DAGs a snap. The rich user interface makes it easy to visualize pipelines running in production, monitor progress, and troubleshoot issues when needed. When workflows are defined as code, they become more maintainable, versionable, testable, and collaborative. Visit the following resources to learn more: -- [@opensource@lime](https://github.com/marcotcr/lime) -- [@article@LIME Unveiled: A Deep Dive into Explaining AI Models for Text, Images, and Tabular Data](https://medium.com/@shree144/lime-unveiled-a-deep-dive-into-explaining-ai-models-for-text-images-and-tabular-data-046c7c3b4e9f) -- [@article@Explainable AI - Understanding and Trusting Machine Learning Models](https://www.datacamp.com/tutorial/explainable-ai-understanding-and-trusting-machine-learning-models) -- [@video@Understanding LIME | Explainable AI](https://www.youtube.com/watch?v=CYl172IwqKs) \ No newline at end of file +- [@official@Airflow](https://airflow.apache.org/) +- [@official@Airflow Documentation](https://airflow.apache.org/docs) +- [@feed@Explore top posts about Apache Airflow](https://app.daily.dev/tags/apache-airflow?ref=roadmapsh) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/machine-learning-fundamentals@ulka7VEVjz6ls5SnI6a6z.md b/src/data/roadmaps/mlops/content/machine-learning-fundamentals@ulka7VEVjz6ls5SnI6a6z.md index 475a49680..b84389e1d 100644 --- a/src/data/roadmaps/mlops/content/machine-learning-fundamentals@ulka7VEVjz6ls5SnI6a6z.md +++ b/src/data/roadmaps/mlops/content/machine-learning-fundamentals@ulka7VEVjz6ls5SnI6a6z.md @@ -5,6 +5,7 @@ Machine learning fundamentals encompass the key concepts and techniques that ena Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Machine Learning Roadmap](https://roadmap.sh/machine-learning) +- [@article@Everything I Studied to Become a Machine Learning Engineer (No CS Background)](https://towardsdatascience.com/everything-i-studied-to-become-a-machine-learning-engineer-no-cs-background/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@course@Fundamentals of Machine Learning - Microsoft](https://learn.microsoft.com/en-us/training/modules/fundamentals-machine-learning/) - [@course@MLCourse.ai](https://mlcourse.ai/) - [@course@Fast.ai](https://course.fast.ai) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/machine-learning@6uGYeXZn5fW2qPfSb8GJb.md b/src/data/roadmaps/mlops/content/machine-learning@6uGYeXZn5fW2qPfSb8GJb.md index d41774258..fc24665c6 100644 --- a/src/data/roadmaps/mlops/content/machine-learning@6uGYeXZn5fW2qPfSb8GJb.md +++ b/src/data/roadmaps/mlops/content/machine-learning@6uGYeXZn5fW2qPfSb8GJb.md @@ -8,4 +8,4 @@ Visit the following resources to learn more: - [@book@Machine Learning: The Basics](https://alexjungaalto.github.io/MLBasicsBook.pdf) - [@article@What is Machine Learning (ML)?](https://www.ibm.com/topics/machine-learning) - [@video@What is Machine Learning?](https://www.youtube.com/watch?v=9gGnTQTYNaE) -- [@video@Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2025 | Simplilearn](https://www.youtube.com/watch?v=PtYRUoJRE9s) +- [@video@Complete Machine Learning in One Video | Machine Learning Tutorial For Beginners 2025 | Simplilearn](https://www.youtube.com/watch?v=PtYRUoJRE9s) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/maths--statistics@C4KbkZ7c8TspXa3RBOCug.md b/src/data/roadmaps/mlops/content/maths--statistics@C4KbkZ7c8TspXa3RBOCug.md index 86ac12f34..a2f40faf3 100644 --- a/src/data/roadmaps/mlops/content/maths--statistics@C4KbkZ7c8TspXa3RBOCug.md +++ b/src/data/roadmaps/mlops/content/maths--statistics@C4KbkZ7c8TspXa3RBOCug.md @@ -1,6 +1,6 @@ # Maths & Statistics -Mathematics and statistics provide the foundational principles for understanding and building machine learning models. These disciplines offer the tools to analyze data, quantify uncertainty, and optimize model performance. Key areas include linear algebra for data representation and manipulation, calculus for optimization algorithms, probability theory for handling uncertainty, and statistical inference for drawing conclusions from data. +Mathematics and statistics provide the foundational principles for understanding and building machine learning models. These disciplines offer the tools to analyze data, quantify uncertainty, and optimize model performance. Key areas include linear algebra for data representation and manipulation, calculus for optimization algorithms, probability theory for handling uncertainty, and statistical inference for concluding data. Visit the following resources to learn more: @@ -8,6 +8,7 @@ Visit the following resources to learn more: - [@article@Computer Science 70, 001 - Spring 2015 - Discrete Mathematics and Probability Theory](http://www.infocobuild.com/education/audio-video-courses/computer-science/cs70-spring2015-berkeley.html) - [@article@Discrete Mathematics By IIT Ropar NPTEL](https://nptel.ac.in/courses/106/106/106106183/) - [@article@Introduction to Statistics](https://imp.i384100.net/3eRv4v) +- [@article@How to Learn the Math Needed for Data Science](https://towardsdatascience.com/how-to-learn-the-math-needed-for-data-science-86c6643b0c59/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Lec 1 | MIT 6.042J Mathematics for Computer Science, Fall 2010](https://www.youtube.com/watch?v=L3LMbpZIKhQ&list=PLB7540DEDD482705B) - [@video@Discrete Mathematics by Shai Simonson (19 videos)](https://www.youtube.com/playlist?list=PLWX710qNZo_sNlSWRMVIh6kfTjolNaZ8t) - [@video@tatistics - A Full University Course on Data Science Basics](https://www.youtube.com/watch?v=xxpc-HPKN28) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/mlflow@93MPXEulKgPnuRlp7F-Nj.md b/src/data/roadmaps/mlops/content/mlflow@93MPXEulKgPnuRlp7F-Nj.md index 157aa4f8a..c7b1f8290 100644 --- a/src/data/roadmaps/mlops/content/mlflow@93MPXEulKgPnuRlp7F-Nj.md +++ b/src/data/roadmaps/mlops/content/mlflow@93MPXEulKgPnuRlp7F-Nj.md @@ -8,6 +8,6 @@ Visit the following resources to learn more: - [@official@MLFlow Docs](https://mlflow.org/docs/latest/) - [@opensource@mlflow](https://github.com/mlflow/mlflow) - [@article@Streamline Your Machine Learning Workflow with MLFlow](https://www.datacamp.com/tutorial/mlflow-streamline-machine-learning-workflow) -- [@article@Comprehensive Guide to MlFlow](https://towardsdatascience.com/comprehensive-guide-to-mlflow-b84086b002ae/) +- [@article@Comprehensive Guide to MlFlow](https://towardsdatascience.com/comprehensive-guide-to-mlflow-b84086b002ae/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@MLFlow Tutorial | ML Ops Tutorial](https://www.youtube.com/watch?v=6ngxBkx05Fs) - [@video@MLflow for Machine Learning Development - Video Introduction](https://www.youtube.com/watch?v=5pPflDSdFLg&list=PLQqR_3C2fhUUOmaeowgv4WquvH515zVmo) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/model-evaluation@nS4igSghzVFwamhVOwCjm.md b/src/data/roadmaps/mlops/content/model-evaluation@nS4igSghzVFwamhVOwCjm.md index d382f406b..139e4aec8 100644 --- a/src/data/roadmaps/mlops/content/model-evaluation@nS4igSghzVFwamhVOwCjm.md +++ b/src/data/roadmaps/mlops/content/model-evaluation@nS4igSghzVFwamhVOwCjm.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@article@What is Model Evaluation](https://domino.ai/data-science-dictionary/model-evaluation) - [@article@Model Evaluation Metrics](https://www.markovml.com/blog/model-evaluation-metrics) -- [@article@Read Articles about Model Evaluation](https://towardsdatascience.com/tag/model-evaluation/) +- [@article@How to Evaluate the Performance of Your ML/ AI Models](https://towardsdatascience.com/how-to-evaluate-the-performance-of-your-ml-ai-models-ba1debc6f2fa/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@How to evaluate ML models | Evaluation metrics for machine learning](https://www.youtube.com/watch?v=LbX4X71-TFI) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/model-training--serving@zsW1NRb0dMgS-KzWsI0QU.md b/src/data/roadmaps/mlops/content/model-training--serving@zsW1NRb0dMgS-KzWsI0QU.md index 5a16bd55c..7e7da2ccd 100644 --- a/src/data/roadmaps/mlops/content/model-training--serving@zsW1NRb0dMgS-KzWsI0QU.md +++ b/src/data/roadmaps/mlops/content/model-training--serving@zsW1NRb0dMgS-KzWsI0QU.md @@ -6,5 +6,5 @@ Visit the following resources to learn more: - [@opensource@What is model training?](https://www.ibm.com/think/topics/model-training) - [@article@What Is AI Model Training & Why Is It Important?](https://www.oracle.com/uk/artificial-intelligence/ai-model-training/) -- [@article@KServe Tutorial](https://towardsdatascience.com/kserve-highly-scalable-machine-learning-deployment-with-kubernetes-aa7af0b71202) +- [@article@KServe Tutorial](https://towardsdatascience.com/kserve-highly-scalable-machine-learning-deployment-with-kubernetes-aa7af0b71202/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Five Steps to Create a New AI Model](https://www.youtube.com/watch?v=jcgaNrC4ElU&t=172s) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/monitoring--observability@r4fbUwD83uYumEO1X8f09.md b/src/data/roadmaps/mlops/content/monitoring--observability@r4fbUwD83uYumEO1X8f09.md index 5614f6a9a..26c367b44 100644 --- a/src/data/roadmaps/mlops/content/monitoring--observability@r4fbUwD83uYumEO1X8f09.md +++ b/src/data/roadmaps/mlops/content/monitoring--observability@r4fbUwD83uYumEO1X8f09.md @@ -5,4 +5,5 @@ Visit the following resources to learn more: - [@article@ML Monitoring vs ML Observability](https://medium.com/marvelous-mlops/ml-monitoring-vs-ml-observability-understanding-the-differences-fff574a8974f) +- [@article@Building a Robust Data Observability Framework to Ensure Data Quality and Integrity](https://towardsdatascience.com/building-a-robust-data-observability-framework-to-ensure-data-quality-and-integrity-07ff6cffdf69/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@ML Observability vs ML Monitoring: What's the difference?](https://www.youtube.com/watch?v=k1Reed3QIYE) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/orchestration@fes7M--Y8i08_zeP98tVV.md b/src/data/roadmaps/mlops/content/orchestration@fes7M--Y8i08_zeP98tVV.md index 0fcfc18a9..ce2faee96 100644 --- a/src/data/roadmaps/mlops/content/orchestration@fes7M--Y8i08_zeP98tVV.md +++ b/src/data/roadmaps/mlops/content/orchestration@fes7M--Y8i08_zeP98tVV.md @@ -5,6 +5,6 @@ ML orchestration refers to the process of managing and coordinating the various Visit the following resources to learn more: - [@article@An Introduction to Data Orchestration: Process and Benefits](https://www.datacamp.com/blog/introduction-to-data-orchestration-process-and-benefits) -- [@article@A Complete Guide to Understanding Data Orchestration](https://towardsdatascience.com/a-complete-guide-to-understanding-data-orchestration-87a20b46297c/) +- [@article@A Complete Guide to Understanding Data Orchestration](https://towardsdatascience.com/a-complete-guide-to-understanding-data-orchestration-87a20b46297c/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@article@Data Orchestration Tools (Quick Reference Guide)](https://www.montecarlodata.com/blog-11-data-orchestration-tools) - [@video@What is Data Orchestration?](https://www.youtube.com/watch?v=iyw9puEmTrA) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/python@Vh81GnOUOZvDOlOyI5PwT.md b/src/data/roadmaps/mlops/content/python@Vh81GnOUOZvDOlOyI5PwT.md index a402cabdf..954f805c4 100644 --- a/src/data/roadmaps/mlops/content/python@Vh81GnOUOZvDOlOyI5PwT.md +++ b/src/data/roadmaps/mlops/content/python@Vh81GnOUOZvDOlOyI5PwT.md @@ -1,6 +1,6 @@ # Python -Python is a widely-used programming language known for its clear syntax and extensive libraries. It's a versatile tool that can handle many tasks, from simple scripting to complex software development. Its ease of use and the availability of specialized libraries for data analysis, machine learning, and automation make it a popular choice for building and deploying machine learning systems. +Python is a widely used programming language known for its clear syntax and extensive libraries. It's a versatile tool that can handle many tasks, from simple scripting to complex software development. Its ease of use and the availability of specialized libraries for data analysis, machine learning, and automation make it a popular choice for building and deploying machine learning systems. Visit the following resources to learn more: diff --git a/src/data/roadmaps/mlops/content/pytorch@Zh7AfH6hJ6MMXiqSnQn7G.md b/src/data/roadmaps/mlops/content/pytorch@Zh7AfH6hJ6MMXiqSnQn7G.md index 8e101fafd..936bede04 100644 --- a/src/data/roadmaps/mlops/content/pytorch@Zh7AfH6hJ6MMXiqSnQn7G.md +++ b/src/data/roadmaps/mlops/content/pytorch@Zh7AfH6hJ6MMXiqSnQn7G.md @@ -7,5 +7,6 @@ Visit the following resources to learn more: - [@official@PyTorch](https://pytorch.org/) - [@official@PyTorch Docs](https://pytorch.org/docs/stable/index.html) - [@article@What is PyTorc? | IBM](https://www.ibm.com/think/topics/pytorch) +- [@article@PyTorch Explained: From Automatic Differentiation to Training Custom Neural Networks](https://towardsdatascience.com/the-basics-of-deep-learning-with-pytorch-in-1-hour/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@PyTorch in 100 seconds](https://www.youtube.com/watch?v=ORMx45xqWkA) - [@video@PyTorch for Deep Learning & Machine Learning – Full Course](https://www.youtube.com/watch?v=V_xro1bcAuA) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/scikit-learn@T-pybEZVvvXopCTbDykR-.md b/src/data/roadmaps/mlops/content/scikit-learn@T-pybEZVvvXopCTbDykR-.md index 1be49cca5..17bfaa97f 100644 --- a/src/data/roadmaps/mlops/content/scikit-learn@T-pybEZVvvXopCTbDykR-.md +++ b/src/data/roadmaps/mlops/content/scikit-learn@T-pybEZVvvXopCTbDykR-.md @@ -7,6 +7,5 @@ Visit the following resources to learn more: - [@official@scikit-learn: machine learning in Python](https://scikit-learn.org/) - [@opensource@scikit-learn](https://github.com/scikit-learn/scikit-learn) - [@article@What is Scikit-Learn (Sklearn)?](https://www.ibm.com/think/topics/scikit-learn) -- [@article@Read Articles about scikit-learn](https://towardsdatascience.com/tag/sklearn/) - [@video@How to train and test a neural network using scikit-learn and Keras in Jupyter Notebook](https://www.youtube.com/watch?v=_JG71FIP1rk) - [@video@Scikit-learn Crash Course - Machine Learning Library for Python](https://www.youtube.com/watch?v=0B5eIE_1vpU) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/shap@JQKEWz0-vIJoLimLKvIzz.md b/src/data/roadmaps/mlops/content/shap@JQKEWz0-vIJoLimLKvIzz.md index 9948e4ec1..31ab9aa1d 100644 --- a/src/data/roadmaps/mlops/content/shap@JQKEWz0-vIJoLimLKvIzz.md +++ b/src/data/roadmaps/mlops/content/shap@JQKEWz0-vIJoLimLKvIzz.md @@ -7,4 +7,5 @@ Visit the following resources to learn more: - [@official@Welcome to the SHAP documentation](https://shap.readthedocs.io/en/latest/) - [@opensource@shap](https://github.com/shap/shap) - [@article@Explainable AI - Understanding and Trusting Machine Learning Models](https://www.datacamp.com/tutorial/explainable-ai-understanding-and-trusting-machine-learning-models) +- [@article@When Shapley Values Break: A Guide to Robust Model Explainability](https://towardsdatascience.com/when-shapley-values-break-a-guide-to-robust-model-explainability/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@SHAP values for beginners | What they mean and their applications](https://www.youtube.com/watch?v=MQ6fFDwjuco) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/spark@UljuqA89_SlCSDWWMD_C_.md b/src/data/roadmaps/mlops/content/spark@UljuqA89_SlCSDWWMD_C_.md index 9101e8636..ab02a84fe 100644 --- a/src/data/roadmaps/mlops/content/spark@UljuqA89_SlCSDWWMD_C_.md +++ b/src/data/roadmaps/mlops/content/spark@UljuqA89_SlCSDWWMD_C_.md @@ -6,6 +6,6 @@ Visit the following resources to learn more: - [@official@ApacheSpark](https://spark.apache.org/documentation.html) - [@article@Spark By Examples](https://sparkbyexamples.com) -- [@article@First Steps in Machine Learning with Apache Spark](https://towardsdatascience.com/first-steps-in-machine-learning-with-apache-spark-672fe31799a3/) -- [@article@Read articles about Apache Spark](https://towardsdatascience.com/tag/apache-spark/) +- [@article@First Steps in Machine Learning with Apache Spark](https://towardsdatascience.com/first-steps-in-machine-learning-with-apache-spark-672fe31799a3/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) +- [@article@Complete Guide to Spark and PySpark Setup for Data Science](https://towardsdatascience.com/complete-guide-to-spark-and-pyspark-setup-for-data-science-374ecd8d1eea/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Apache Spark Architecture - EXPLAINED!](https://www.youtube.com/watch?v=iXVIPQEGZ9Y) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/tensorflow@so5IQDxKibaZlgoCh8tpQ.md b/src/data/roadmaps/mlops/content/tensorflow@so5IQDxKibaZlgoCh8tpQ.md index f615a8c43..04cf58bc5 100644 --- a/src/data/roadmaps/mlops/content/tensorflow@so5IQDxKibaZlgoCh8tpQ.md +++ b/src/data/roadmaps/mlops/content/tensorflow@so5IQDxKibaZlgoCh8tpQ.md @@ -6,6 +6,6 @@ Visit the following resources to learn more: - [@official@Tensorflow](https://www.tensorflow.org/) - [@official@Tensorflow Documentation](https://www.tensorflow.org/learn) -- [@article@astering Deep Learning with TensorFlow: From Beginner to Expert](https://towardsdatascience.com/an-introduction-to-tensorflow-fa5b17051f6b/) +- [@article@Mastering Deep Learning with TensorFlow: From Beginner to Expert](https://towardsdatascience.com/an-introduction-to-tensorflow-fa5b17051f6b/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Tensorflow in 100 seconds](https://www.youtube.com/watch?v=i8NETqtGHms) - [@video@Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial](https://www.youtube.com/watch?v=VtRLrQ3Ev-U) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/terraform@dA9AE-3lTB6lN-X-_Byd2.md b/src/data/roadmaps/mlops/content/terraform@dA9AE-3lTB6lN-X-_Byd2.md index 375e0db72..09d4d898c 100644 --- a/src/data/roadmaps/mlops/content/terraform@dA9AE-3lTB6lN-X-_Byd2.md +++ b/src/data/roadmaps/mlops/content/terraform@dA9AE-3lTB6lN-X-_Byd2.md @@ -7,5 +7,5 @@ Visit the following resources to learn more: - [@roadmap@Visit the Dedicated Terraform Roadmap](https://roadmap.sh/terraform) - [@official@Terraform](https://developer.hashicorp.com/terraform) - [@article@What is Terraform?](https://www.ibm.com/think/topics/terraform) -- [@article@Automatically Managing Data Pipeline Infrastructures With Terraform](https://towardsdatascience.com/automatically-managing-data-pipeline-infrastructures-with-terraform-323fd1808a47/) +- [@article@Automatically Managing Data Pipeline Infrastructures With Terraform](https://towardsdatascience.com/automatically-managing-data-pipeline-infrastructures-with-terraform-323fd1808a47/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@video@Terraform Course - Automate your AWS cloud infrastructure](https://www.youtube.com/watch?v=SLB_c_ayRMo) \ No newline at end of file diff --git a/src/data/roadmaps/mlops/content/what-is-mlops@IghGpwAFVB067uOosmoDC.md b/src/data/roadmaps/mlops/content/what-is-mlops@IghGpwAFVB067uOosmoDC.md index e2054b703..bceb596dd 100644 --- a/src/data/roadmaps/mlops/content/what-is-mlops@IghGpwAFVB067uOosmoDC.md +++ b/src/data/roadmaps/mlops/content/what-is-mlops@IghGpwAFVB067uOosmoDC.md @@ -7,8 +7,8 @@ Visit the following resources to learn more: - [@book@MLOps Engineering at Scale - Carl Osipov](http://103.203.175.90:81/fdScript/RootOfEBooks/E%20Book%20collection%20-%202025%20-%20C/CSE%20%20IT%20AIDS%20ML/MLOps%20Engineering%20at%20Scale%20-%20Carl%20Osipov%20(Manning,%202022).pdf) - [@article@What is MLOps?](https://aws.amazon.com/what-is/mlops/) - [@article@MLOps Explained: A Deep Dive into Machine Learning Operations](https://hermanmotcheyo.medium.com/mlops-explained-a-deep-dive-into-machine-learning-operations-ab9342c5c90d) +- [@article@Machine Learning Operations (MLOps) For Beginners](https://towardsdatascience.com/machine-learning-operations-mlops-for-beginners-a5686bfe02b2/?utm_source=roadmap&utm_medium=Referral&utm_campaign=TDS+roadmap+integration) - [@article@MLOps vs DevOps: Differences, Overlaps, and Use Cases](https://www.datacamp.com/blog/mlops-vs-devops) -- [@article@Machine Learning Operations (MLOps) For Beginners](https://towardsdatascience.com/machine-learning-operations-mlops-for-beginners-a5686bfe02b2/) - [@article@MLOps: What It Is, Why It Matters, and How to Implement It](https://neptune.ai/blog/mlops) - [@video@What is MLOps?](https://www.youtube.com/watch?v=OejCJL2EC3k) - [@video@MLOps Explained - What It Is, Why You Need It and How It Works](https://www.youtube.com/watch?v=biqYkVf-a7Y) \ No newline at end of file