Add machine learning roadmap

src/data/roadmaps/ai-data-scientist/ai-data-scientist.md

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 ---
 jsonUrl: '/jsons/roadmaps/ai-data-scientist.json'
 pdfUrl: '/pdfs/roadmaps/ai-data-scientist.pdf'
-order: 5
+order: 4.5
 renderer: 'editor'
 briefTitle: 'AI and Data Scientist'
 briefDescription: 'Step by step guide to becoming an AI and Data Scientist in 2025'

src/data/roadmaps/ai-engineer/ai-engineer.md

@@ -8,7 +8,7 @@ briefDescription: 'Step by step guide to becoming an AI Engineer in 2025'
 title: 'AI Engineer'
 description: 'Step by step guide to becoming an AI Engineer in 2025'
 hasTopics: true
-isNew: true
+isNew: false
 dimensions:
   width: 968
   height: 3200

src/data/roadmaps/android/android.md

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 ---
 pdfUrl: '/pdfs/roadmaps/android.pdf'
 renderer: 'editor'
-order: 5
+order: 4.7
 briefTitle: 'Android'
 briefDescription: 'Step by step guide to becoming an Android Developer in 2025'
 title: 'Android Developer'

src/data/roadmaps/cloudflare/cloudflare.md

@@ -6,7 +6,7 @@ briefTitle: 'Cloudflare'
 briefDescription: 'Learn to deploy your applications on Cloudflare'
 title: 'Cloudflare'
 description: 'Learn to deploy your applications on Cloudflare'
-isNew: true
+isNew: false
 hasTopics: true
 renderer: editor
 dimensions:

src/data/roadmaps/data-engineer/data-engineer.md

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 ---
 jsonUrl: '/jsons/roadmaps/data-engineer.json'
 pdfUrl: '/pdfs/roadmaps/data-engineer.pdf'
-order: 4
+order: 4.6
 renderer: "editor"
 briefTitle: 'Data Engineer'
 briefDescription: 'Step by step guide to becoming an Data Engineer in 2025'

src/data/roadmaps/machine-learning/content/accuracy@3wib9UH0_OLhKjqKoZEMv.md

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+# Accuracy

src/data/roadmaps/machine-learning/content/activation-functions@RXTci1N6i6D9HqTbsLYIy.md

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+# Activation Functions

src/data/roadmaps/machine-learning/content/actor-critic-methods@4Vy6lW9vF_SWwbKLU0qno.md

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+# Actor-Critic Methods

src/data/roadmaps/machine-learning/content/apis@s-wUPMaagyRupT2RdfHks.md

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+# APIs

src/data/roadmaps/machine-learning/content/applications-of-cnns@gCGHtxqD4V_Ite_AXMspf.md

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+# Applications of CNNs

src/data/roadmaps/machine-learning/content/attention-mechanisms@-tzeA13f2jYDm4aO5JciT.md

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+# Attention Mechanisms

src/data/roadmaps/machine-learning/content/attention-models@sChxcuQ2OruKVx8P4wAK_.md

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+# Attention Models

src/data/roadmaps/machine-learning/content/autoencoders@kvf2CUKBe4qSbZla4Brh3.md

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+# Autoencoders

src/data/roadmaps/machine-learning/content/autoencoders@owSUO9Ut9sggd1OiWr3O7.md

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+# Autoencoders

src/data/roadmaps/machine-learning/content/back-propagation@0meihv22e11GwqnRdSJ9g.md

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+# Back Propagation

src/data/roadmaps/machine-learning/content/basic-concepts@P32Rmnln5NCFWz4LP0k05.md

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+# Basic concepts

src/data/roadmaps/machine-learning/content/basic-syntax@hWA7RtuqltMTmHdcCnmES.md

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+# Basic Syntax

src/data/roadmaps/machine-learning/content/basics-of-probability@p8q1Gtt9x19jw5_-YjAGh.md

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+# Basics of Probability

src/data/roadmaps/machine-learning/content/bayes-theorem@7o6g0wQxHH9i9MMCoDq2C.md

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+# Bayes Theorem

src/data/roadmaps/machine-learning/content/calculus@wHlEinHuRARp5OfSulpA-.md

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+# Calculus

src/data/roadmaps/machine-learning/content/chain-rule-of-derivation@jJukG4XxfFcID_VlQKqe-.md

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+# Chain rule of derivation

src/data/roadmaps/machine-learning/content/classification@cffITx6oAcnvJlK1VLdi8.md

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+# Classification

src/data/roadmaps/machine-learning/content/clustering@CBSGvGPoI53p7BezXNm6M.md

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+# Clustering

src/data/roadmaps/machine-learning/content/conditionals@NP1kjSk0ujU0Gx-ajNHlR.md

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+# Conditionals

src/data/roadmaps/machine-learning/content/confusion-matrix@oyL0M2OP4NTNbIO3zq-Hz.md

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+# Confusion Matrix

src/data/roadmaps/machine-learning/content/convolution@MtoYStcZBduLSbjRuPjq0.md

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+# Convolution

src/data/roadmaps/machine-learning/content/convolutional-neural-network@BtO2wH7YYqE25HShI6sd9.md

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+# Convolutional Neural Network

src/data/roadmaps/machine-learning/content/csv@MWfdLCb_w06A0jqwUJUxl.md

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+# CSV

src/data/roadmaps/machine-learning/content/data-cleaning@5v0jRBYrRuVXQC90IseRG.md

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+# Data Cleaning

src/data/roadmaps/machine-learning/content/data-formats@U4LGIEE3igeE5Ed3EWzsu.md

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+# Data Formats

src/data/roadmaps/machine-learning/content/data-loading@bIhGv4886V4RWJD3tX0a0.md

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+# Data Loading

src/data/roadmaps/machine-learning/content/data-preparation@-W2uAccH7Y2XIwhfl9mDF.md

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+# Data Preparation

src/data/roadmaps/machine-learning/content/data-sources@-oRH7LgigHcfBkNF1xwxh.md

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+# Data Sources

src/data/roadmaps/machine-learning/content/data-structures@R9DQNc0AyAQ2HLpP4HOk6.md

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+# Data Structures

src/data/roadmaps/machine-learning/content/databases-sql-no-sql@VdMhrAi48V-JXw544YTKI.md

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+# Databases (SQL, No-SQL)

src/data/roadmaps/machine-learning/content/decision-trees-random-forest@arlmRF5pYglsbHb-HR-2x.md

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+# Decision Trees, Random Forest

src/data/roadmaps/machine-learning/content/deep-learning-architectures@_Z2miSW4PwILMRtBFajBn.md

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+# Deep Learning Architectures

src/data/roadmaps/machine-learning/content/deep-learning-libraries@A_Kx3pEj0jpnLJzdOpcQ9.md

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+# Deep Learning Libraries

src/data/roadmaps/machine-learning/content/deep-q-networks@9o-ZT9oZIE3hCXD6eWZI0.md

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+# Deep-Q Networks

src/data/roadmaps/machine-learning/content/derivatives-partial-derivatives@GN6SnI7RXIeW8JeD-qORW.md

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+# Derivatives, Partial Derivatives

src/data/roadmaps/machine-learning/content/descriptive-statistics@ZaoZ2XxicKuTDn4uxe52L.md

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+# Descriptive Statistics

src/data/roadmaps/machine-learning/content/determinants-inverse-of-matrix@XmnWnPE1sVXheuc-M_Ew7.md

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+# Determinants, inverse of Matrix

src/data/roadmaps/machine-learning/content/dimensionality-reduction@vQI-4uFQJ6694nm1SCpDR.md

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+# Dimensionality Reduction

src/data/roadmaps/machine-learning/content/dimensionality-reduction@y3-nWiDjlY6ZwqmxBUvhd.md

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+# Dimensionality Reduction

src/data/roadmaps/machine-learning/content/discrete-mathematics@N_vLjBVdsGsoePtqlqh2w.md

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+# Discrete Mathematics

src/data/roadmaps/machine-learning/content/eigenvalues-diagonalization@3p98Uwf8gyALDr-89lBEZ.md

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+# Eigenvalues, Diagonalization

src/data/roadmaps/machine-learning/content/elasticnet-regularization@0-6BV-MggAyD7g3JH45B7.md

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+# ElasticNet Regularization

src/data/roadmaps/machine-learning/content/embeddings@CaHbAXDIJQXcQ9DZqziod.md

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+# Embeddings

src/data/roadmaps/machine-learning/content/essential-libraries@ybqwtlHG4HMm5lyUKW2SO.md

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+# Essential libraries

src/data/roadmaps/machine-learning/content/excel@K9Si7kJe946CcGWBGmDsZ.md

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+# Excel

src/data/roadmaps/machine-learning/content/exceptions@fNTb9y3zs1HPYclAmu_Wv.md

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+# Exceptions

src/data/roadmaps/machine-learning/content/exclusive@eErzKbR8sRNlrYcwNSRSh.md

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+# Exclusive

src/data/roadmaps/machine-learning/content/explainable-ai@Tv3sZvus76dmu0X9AqCIU.md

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+# Explainable AI

src/data/roadmaps/machine-learning/content/f1-score@FdNY8QUbPPpeHFgD8TTaD.md

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+# F1-Score

src/data/roadmaps/machine-learning/content/feature-engineering@UmGdV94afOIbAL8MaxOWv.md

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+# Feature Engineering

src/data/roadmaps/machine-learning/content/feature-scaling--normalization@iBkTNbk8Xz626F_a3Bo5J.md

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+# Feature Scaling & Normalization

src/data/roadmaps/machine-learning/content/feature-selection@cigwKoltemM0q-M5O50Is.md

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+# Feature Selection

src/data/roadmaps/machine-learning/content/forward-propagation@LWLqa61GK5ukYzHpjinYi.md

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+# Forward propagation

src/data/roadmaps/machine-learning/content/functions-builtin-functions@-DJgS6l2qngfwurExlmmT.md

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+# Functions, Builtin Functions

src/data/roadmaps/machine-learning/content/generative-adversarial-networks@IR0wVIcu1MxOOBiLBnn8S.md

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+# Generative Adversarial Networks

src/data/roadmaps/machine-learning/content/gradient-boosting-machines@JuTTbL_pm1ltGvhUsIzQd.md

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+# Gradient Boosting Machines

src/data/roadmaps/machine-learning/content/gradient-jacobian-hessian@3BxbkrBp8veZj38zdwN8s.md

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+# Gradient, Jacobian, Hessian

src/data/roadmaps/machine-learning/content/graphs--charts@MYZUJ1uHIaRd1Gb4ORzwG.md

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+# Graphs & Charts

src/data/roadmaps/machine-learning/content/gru@ZWDSLqxmfg3aPBZFH479q.md

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+# GRU

src/data/roadmaps/machine-learning/content/hierarchical@jJ8cXfHV2LG5PJGZRTHxB.md

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+# Hierarchical

src/data/roadmaps/machine-learning/content/image--video-recognition@jPvZdgye7cBf0bPMVGf7a.md

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+# Image & Video Recognition

src/data/roadmaps/machine-learning/content/image-classification@E4k6WgNXdnNoApR675VKb.md

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+# Image Classification

src/data/roadmaps/machine-learning/content/image-segmentation@iSX9YExs1gS4L2CBQux5w.md

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+# Image Segmentation

src/data/roadmaps/machine-learning/content/inferential-statistics@DUIrJwuYHlhJvZJT2acaY.md

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+# Inferential Statistics

src/data/roadmaps/machine-learning/content/internet@cxTriSZvrmXP4axKynIZW.md

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+# Internet

src/data/roadmaps/machine-learning/content/introduction@MEL6y3vwiqwAV6FQihF34.md

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+# Introduction

src/data/roadmaps/machine-learning/content/iot@KeGCHoJRHp-mBX-P5to4Y.md

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+# IoT

src/data/roadmaps/machine-learning/content/json@kagKVPUyLtx8UPAFjRvbN.md

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+# JSON

src/data/roadmaps/machine-learning/content/k-fold-cross-validation@vRS7DW2WUaXiHk9oJgg3z.md

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+# K-Fold Cross Validation

src/data/roadmaps/machine-learning/content/k-nearest-neighbors-knn@x7vlCNAxfJzobj9HcTaJy.md

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+# K-Nearest Neighbors (KNN)

src/data/roadmaps/machine-learning/content/keras@zoXnXI4Wf5sxddHqYwQjP.md

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+# Keras

src/data/roadmaps/machine-learning/content/lasso@EXogp25SPW1bBfb1gRDAe.md

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+# Lasso

src/data/roadmaps/machine-learning/content/lemmatization@pP0VeUSK9CDodgz-BQmrP.md

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+# Lemmatization

src/data/roadmaps/machine-learning/content/linear-algebra@83UDoO1vC0LjL-qpI0Jh-.md

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+# Linear Algebra

src/data/roadmaps/machine-learning/content/linear-algebra@tP0oBkjvJC9hrtARkgLon.md

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+# Linear Algebra

src/data/roadmaps/machine-learning/content/linear-regression@xGO1X9aZRgKcgzi6r1xq8.md

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+# Linear Regression

src/data/roadmaps/machine-learning/content/log-loss@7fOp3t283GeOn6Tf4kEuN.md

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+# Log Loss

src/data/roadmaps/machine-learning/content/logistic-regression@aHOjajXwkDMOssqW1VGrm.md

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+#  Logistic Regression 

src/data/roadmaps/machine-learning/content/loocv@GKMhIXEuSKdW75-24Zopb.md

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+# LOOCV

src/data/roadmaps/machine-learning/content/loops@Dvy7BnNzK55qbh_SgOk8m.md

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+# Loops

src/data/roadmaps/machine-learning/content/loss-functions@KcfFjpxFTFxI6HR6hBPrl.md

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+# Loss Functions

src/data/roadmaps/machine-learning/content/lsmt@LdUwTWfCIcowwC-e6q3ac.md

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+# LSMT

src/data/roadmaps/machine-learning/content/matplotlib@OXbATvlhBXTQ1iRGwPUfb.md

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+# Matplotlib

src/data/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md

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+# Matrix & Matrix Operations

src/data/roadmaps/machine-learning/content/metrics-to-evaluate@5dKl6SUQhOsZfUtVR5hzw.md

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+# Metrics to Evaluate

src/data/roadmaps/machine-learning/content/ml-engineer-vs-ai-engineer@GHO6lN3GTiIRH1P70IRaZ.md

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+# ML Engineer vs AI Engineer

src/data/roadmaps/machine-learning/content/mobile-apps@dJZqe47kzRqYIG-4AZTlz.md

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+# Mobile Apps

src/data/roadmaps/machine-learning/content/model-selection@Ddhph9saFgfMi-uUFGK75.md

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+# Model Selection

src/data/roadmaps/machine-learning/content/multi-head-attention@J1aGPkZqDZfUwpVmC88AL.md

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+# Multi-head Attention

src/data/roadmaps/machine-learning/content/natural-language-processing@JVXe2QDQaqiJYPupIMhWe.md

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+# Natural Language Processing

src/data/roadmaps/machine-learning/content/neural-network-nn-basics@4dxZmLg0UEaaVEORupOOC.md

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+# Neural Network (NN) Basics

src/data/roadmaps/machine-learning/content/numpy@nKE9sO-f2fdMiuLu2xby1.md

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+# Numpy

src/data/roadmaps/machine-learning/content/object-oriented-programming@nN9BumBHi-c9HKFlgL2GH.md

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+# Object Oriented Programming