🧠 The Ultimate Machine Learning Roadmap For Students

This guide is designed to take you from the basics of Python and math to advanced ML/DL concepts, with curated datasets, top learning resources, and tools used by industry professionals.

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1. Machine Learning

1.1 Where to Start in ML?

1) Python

• Basics of Python
• More in Python
• Python for ML (Udemy)

2) Maths for ML

• Statistics and Probability - Khan Academy
• Partial Derivatives - Khan Academy
• Derivatives - Khan Academy
• Linear Algebra - YouTube Playlist

3) Intro to ML

• Machine Learning Recipes with Josh Gordon
• Intro to ML - Udacity

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2. Deep Learning

2.1 Where to Start in DL?

1) Online Courses

• [email protected]
• Deep Learning Specialization - Coursera
• Machine Learning by Andrew Ng - Coursera
• Advanced ML Specialization - Coursera
• Introduction to Machine Learning - Udacity
• Reinforcement Learning - Udacity
• Machine Learning A-Z - Udemy
• Deep Learning A-Z - Udemy
• Data Science A-Z - Udemy

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3. DataSets

Beginners

• MNIST Dataset for Digit Recognition
• CIFAR-10 for Image Recognition (170 MB)
• Fashion-MNIST (30 MB)
• SENTIMENT140 for Sentiment Analysis (80 MB)
• Predicting Pulsar Stars from HTRU2 Dataset (771 KB)
• Labelled Faces in the Wild (280 MB)

Advanced

• 55,000 Song Lyrics CSV File
• Gender Recognition by Voice
• TED Talks - CSV

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4. Popular ML/DL Libraries & Tools

• Scikit-learn
• TensorFlow
• Keras
• PyTorch
• Pandas
• NumPy
• Matplotlib
• Seaborn

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5. Beginner Project Ideas

• Handwritten digit recognizer using MNIST
• Sentiment analysis of tweets using Sentiment140
• House price prediction using linear regression
• Image classification using CIFAR-10
• Gender prediction using voice dataset
• Basic recommendation system using TED Talk data

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6. Books to Deepen Your Understanding

• Hands-On Machine Learning with Scikit-Learn, Keras & TensorFlow by Aurélien Géron
• Deep Learning by Ian Goodfellow, Yoshua Bengio & Aaron Courville
• Python Machine Learning by Sebastian Raschka

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7. Communities to Join

• r/MachineLearning - Reddit
• Kaggle Community & Discussions
• fast.ai Forums
• Machine Learning, AI, Deep Learning & NLP Community - Bangladesh Public group
• Machine Learning, AI, Deep Learning & NLP Community - Bangladesh(extended)

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8. Celebrities in ML and AI World

• Siraj Raval - GitHub
• sentdex - GitHub
• Ashish Tendulkar - YouTube Series
• Andrew Ng - Official Website

Do follow Hasanul Banna Himel