Bharati DW Consultancy

Monday, April 13, 2020

Tensorflow 2.0 Tutorials - Do It Yourself

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	https://www.youtube.com/watch?v=SthHWgkN3Wk
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



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