Monday, April 13, 2020

Tensorflow 2.0 Tutorials - Do It Yourself


TensorFlow Machine Learning
S NoTopicTypeLink
1What is Google Colaboratory for ML DL? - Getting StartedEnvironment Set uphttps://www.youtube.com/watch?v=I2sAhoq5-Sc
2Accessing google drive files in Google ColabEnvironment Set uphttps://www.youtube.com/watch?v=lHRC5gFvQnA
3Python Basics with Google ColabEnvironment Set uphttps://www.youtube.com/watch?v=as2qCKtBZwc
4Machine Learning Flowchart with ColabMachine Learninghttps://www.youtube.com/watch?v=ye_EaPqEj00
5Linear Regression for Layman Explained with ColabMachine Learninghttps://www.youtube.com/watch?v=mqIofOfeJ04
6ML - Linear Regression Explained with ColabMachine Learninghttps://www.youtube.com/watch?v=nDyvxrB0zVo
7k-Nearest Neighbor (KNN) for Layman Explained with ColabMachine Learninghttps://www.youtube.com/watch?v=bqcFgcWI70w
8Confusion Matrix Explained k-Nearest NeighborMachine Learninghttps://www.youtube.com/watch?v=4xhEgCOgjIo
9What is Tensorflow 2.0? TensorFlow 2.0 Architecture ExplainedMachine Learninghttps://www.youtube.com/watch?v=7qUHca-GKHU
10How to install TensorFlow 2 0? Install Tf 2.0 on Google ColabMachine Learninghttps://www.youtube.com/watch?v=G7DxU4CLnV4
11Getting Started with Tensorflow 2.0 & Executing First CodeMachine Learninghttps://www.youtube.com/watch?v=Zm7bRqKcx0A
12Tensorflow Eager Execution - Is it default in TensorFlow 2.0?Machine Learninghttps://www.youtube.com/watch?v=eeF-efSmd_8
13TensorFlow Course Content & Useful LinksMachine Learninghttps://www.youtube.com/watch?v=ZNOc_TGJvl4
14TensorFlow Understand the data & Frame ML Problem (with Handson)Machine Learninghttps://www.youtube.com/watch?v=t0CN6jBfzQQ
15Preparing for training a TensorFlow ML ModelMachine Learninghttps://www.youtube.com/watch?v=JHVk13sJwf8
16TensorFlow Train a Deep Neural Net ModelMachine Learninghttps://www.youtube.com/watch?v=gdJxSKK1VdE
17Understanding TensorboardMachine Learninghttps://www.youtube.com/watch?v=uyh5q7aJjvE
18What is Feature Engineering?Machine Learning
19TensorFlow Improving Model Performance - Feature EngineeringMachine Learninghttps://www.youtube.com/watch?v=m7jiwDliIEs
20TensorFlow - Improving Model Performance - Estimator Train & Eval SpecMachine Learninghttps://www.youtube.com/watch?v=Gz2SGt94hRY
21Preparing the TensorFlow Package to train at ScaleMachine Learning
22Running the TensorFlow Model on Google CloudMachine Learning
23Deploying the TensorFlow Model on Google CloudMachine Learning
24TensorFlow Deep Learning (Neural Net)Computer Visionhttps://www.youtube.com/watch?v=UfVbhG7xAsI
25Image Classifier Neural Net with Google ColabComputer Vision
26Callbacks in Neural Net with Google ColabComputer Visionhttps://www.youtube.com/watch?v=HoB-Zx0XqPY
27Data Science - Scenario Based Practical Interview Questions with Answers - 1Interview Preparationhttps://www.youtube.com/watch?v=bJPhEa3mbwo
28Scenario Based Practical Data Science Interview Questions with Answers - 2Interview Preparationhttps://www.youtube.com/watch?v=2IcQ4QNWul4
29Top 15 Python Programming Questions & Solutions - Do it YourselfInterview Preparationhttps://www.youtube.com/watch?v=BCZWQTY9xPE
Additional Videos
1Python Tutorial - Getting StartedPython Basicshttps://www.youtube.com/watch?v=wn_2A3EtG8M
2Python Tutorial - Data Types & StringsPython Basicshttps://www.youtube.com/watch?v=Al5e1HLEVik
3Python Tutorial - List & TuplesPython Basicshttps://www.youtube.com/watch?v=4JNG0Al-SuY
4Python Tutorial - Sets & DictionaryPython Basicshttps://www.youtube.com/watch?v=F5asgFnW_nc
5Python Tutorial - If Else StatementPython Basicshttps://www.youtube.com/watch?v=8zzc8Kz5Vw8
6Python Tutorial - For & While LoopPython Basicshttps://www.youtube.com/watch?v=C2Vcpo8qNeQ
7Python Tutorial - User Defined FunctionsPython Basicshttps://www.youtube.com/watch?v=tKjRpToHzuU
8Python Tutorial - Read & Write a FilePython Basicshttps://www.youtube.com/watch?v=NJ7aW5GkbSg
9Python Tutorial - Pandas SeriesPython Basicshttps://www.youtube.com/watch?v=ivr2pnzKhSo
10Python Tutorial - DataFramesPython Basicshttps://www.youtube.com/watch?v=gtHaiZaTd6I
11Python Tutorial - Lambda & MapPython Basicshttps://www.youtube.com/watch?v=L1nWaGpq7ZE