01. What is Machine Learning
https://youtu.be/w6fkk6cvNFE
02. Types of Machine Learning
https://youtu.be/GlpcwyROyBY
03. Understanding Data in Machine Learning
https://youtu.be/9Q_r73M03vQ
04. Master Data Preprocessing for Machine Learning Clean & Prepare Your Data
https://youtu.be/-gxtHdTOQ3k
05. What is Supervised Learning ?
https://youtu.be/vJbLlVd_UqE
06. Regression Algorithms | Linear Regression
https://youtu.be/3dBt4uta9qo
07.Classification Algorithms Explained | Logistic Regression, Decision Trees, Support Vector Machine
https://youtu.be/kMB-So35NiM
08. What is Unsupervised Learning? Basic Introduction
https://youtu.be/IGEHHrGnnGk
09. Clustering Techniques | K Means Clustering
https://youtu.be/yf6vr1zaq4Y
10. Simplifying Data with PCA | Principal Component Analysis | Dimensionality Reduction
https://youtu.be/9Fgz7-kMlTY
11. Neural Networks Overview | Understanding layers, Neurons & Activations
https://youtu.be/0ZeJDf6YX08
12. Training Neural Networks | Weights, Biases, Backpropogation & Gradient Descent
https://youtu.be/pztoajbS23Q
13. What is Reinforcement Learning?
https://youtu.be/mfCK1kzXYug
14. Q-Learning & Markov Decision Processes
https://youtu.be/9w_dhCoptUA
15. Model Evaluation in Supervised Learning Accuracy, Precision, Recall, F1 Score & Confusion Matrix
https://youtu.be/LlYknla-TS4
16. Overfitting vs Underfitting | How to Recognize & Avoid Them + The Bias Variance Trade off
https://youtu.be/MlqmOK5iqis
17. Build a Simple Linear Regression Model | Step by Step Guide Using Real World Data
https://youtu.be/CMbjN913mg8
18. Classification Model using Decision Trees
https://youtu.be/zdNA8pxeiDI
19. Clustering with K Means Algorithm | Hands on Example
https://youtu.be/uJ3IeRUx7EU
20. Introduction to Deep Learning | How It Differs from Traditional ML + Real World Use Cases
https://youtu.be/P2A4fePBBbY
21. Introduction to Natural Language Processing (NLP)
https://youtu.be/7qJB2WYvr5I
22. Machine Learning Recap, Suggestions for Advanced Topics and Continued Learning
https://youtu.be/HlnOLiiilpI
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