| TensorFlow Machine Learning |
| S No | Topic | Type | Link |
| 1 | What is Google Colaboratory for ML DL? - Getting Started | Environment Set up | https://www.youtube.com/watch?v=I2sAhoq5-Sc |
| 2 | Accessing google drive files in Google Colab | Environment Set up | https://www.youtube.com/watch?v=lHRC5gFvQnA |
| 3 | Python Basics with Google Colab | Environment Set up | https://www.youtube.com/watch?v=as2qCKtBZwc |
| 4 | Machine Learning Flowchart with Colab | Machine Learning | https://www.youtube.com/watch?v=ye_EaPqEj00 |
| 5 | Linear Regression for Layman Explained with Colab | Machine Learning | https://www.youtube.com/watch?v=mqIofOfeJ04 |
| 6 | ML - Linear Regression Explained with Colab | Machine Learning | https://www.youtube.com/watch?v=nDyvxrB0zVo |
| 7 | k-Nearest Neighbor (KNN) for Layman Explained with Colab | Machine Learning | https://www.youtube.com/watch?v=bqcFgcWI70w |
| 8 | Confusion Matrix Explained k-Nearest Neighbor | Machine Learning | https://www.youtube.com/watch?v=4xhEgCOgjIo |
| 9 | What is Tensorflow 2.0? TensorFlow 2.0 Architecture Explained | Machine Learning | https://www.youtube.com/watch?v=7qUHca-GKHU |
| 10 | How to install TensorFlow 2 0? Install Tf 2.0 on Google Colab | Machine Learning | https://www.youtube.com/watch?v=G7DxU4CLnV4 |
| 11 | Getting Started with Tensorflow 2.0 & Executing First Code | Machine Learning | https://www.youtube.com/watch?v=Zm7bRqKcx0A |
| 12 | Tensorflow Eager Execution - Is it default in TensorFlow 2.0? | Machine Learning | https://www.youtube.com/watch?v=eeF-efSmd_8 |
| 13 | TensorFlow Course Content & Useful Links | Machine Learning | https://www.youtube.com/watch?v=ZNOc_TGJvl4 |
| 14 | TensorFlow Understand the data & Frame ML Problem (with Handson) | Machine Learning | https://www.youtube.com/watch?v=t0CN6jBfzQQ |
| 15 | Preparing for training a TensorFlow ML Model | Machine Learning | https://www.youtube.com/watch?v=JHVk13sJwf8 |
| 16 | TensorFlow Train a Deep Neural Net Model | Machine Learning | https://www.youtube.com/watch?v=gdJxSKK1VdE |
| 17 | Understanding Tensorboard | Machine Learning | https://www.youtube.com/watch?v=uyh5q7aJjvE |
| 18 | What is Feature Engineering? | Machine Learning | |
| 19 | TensorFlow Improving Model Performance - Feature Engineering | Machine Learning | https://www.youtube.com/watch?v=m7jiwDliIEs |
| 20 | TensorFlow - Improving Model Performance - Estimator Train & Eval Spec | Machine Learning | https://www.youtube.com/watch?v=Gz2SGt94hRY |
| 21 | Preparing the TensorFlow Package to train at Scale | Machine Learning | |
| 22 | Running the TensorFlow Model on Google Cloud | Machine Learning | |
| 23 | Deploying the TensorFlow Model on Google Cloud | Machine Learning | |
| 24 | TensorFlow Deep Learning (Neural Net) | Computer Vision | https://www.youtube.com/watch?v=UfVbhG7xAsI |
| 25 | Image Classifier Neural Net with Google Colab | Computer Vision |
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| 26 | Callbacks in Neural Net with Google Colab | Computer Vision | https://www.youtube.com/watch?v=HoB-Zx0XqPY |
| 27 | Data Science - Scenario Based Practical Interview Questions with Answers - 1 | Interview Preparation | https://www.youtube.com/watch?v=bJPhEa3mbwo |
| 28 | Scenario Based Practical Data Science Interview Questions with Answers - 2 | Interview Preparation | https://www.youtube.com/watch?v=2IcQ4QNWul4 |
| 29 | Top 15 Python Programming Questions & Solutions - Do it Yourself | Interview Preparation | https://www.youtube.com/watch?v=BCZWQTY9xPE |
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| Additional Videos |
| 1 | Python Tutorial - Getting Started | Python Basics | https://www.youtube.com/watch?v=wn_2A3EtG8M |
| 2 | Python Tutorial - Data Types & Strings | Python Basics | https://www.youtube.com/watch?v=Al5e1HLEVik |
| 3 | Python Tutorial - List & Tuples | Python Basics | https://www.youtube.com/watch?v=4JNG0Al-SuY |
| 4 | Python Tutorial - Sets & Dictionary | Python Basics | https://www.youtube.com/watch?v=F5asgFnW_nc |
| 5 | Python Tutorial - If Else Statement | Python Basics | https://www.youtube.com/watch?v=8zzc8Kz5Vw8 |
| 6 | Python Tutorial - For & While Loop | Python Basics | https://www.youtube.com/watch?v=C2Vcpo8qNeQ |
| 7 | Python Tutorial - User Defined Functions | Python Basics | https://www.youtube.com/watch?v=tKjRpToHzuU |
| 8 | Python Tutorial - Read & Write a File | Python Basics | https://www.youtube.com/watch?v=NJ7aW5GkbSg |
| 9 | Python Tutorial - Pandas Series | Python Basics | https://www.youtube.com/watch?v=ivr2pnzKhSo |
| 10 | Python Tutorial - DataFrames | Python Basics | https://www.youtube.com/watch?v=gtHaiZaTd6I |
| 11 | Python Tutorial - Lambda & Map | Python Basics | https://www.youtube.com/watch?v=L1nWaGpq7ZE |
