Tuesday, August 11, 2020

Machine Learning Bootcamp for beginners (THE ML BOOTCAMP)

Big Data and Machine Learning (101) - Part 2 of 2

Big Data and Machine Learning (101) - Part 1 of 2

Monday, July 13, 2020

Python and Machine Learning Tutorials


TensorFlow Machine Learning - Do it yourself Tutorials
Data Science Tutorials


S NoTopicLink
1Python Tutorial - Getting Startedhttps://www.youtube.com/watch?v=wn_2A3EtG8M
2Python Tutorial - Data Types & Stringshttps://www.youtube.com/watch?v=Al5e1HLEVik
3Python Tutorial - List & Tupleshttps://www.youtube.com/watch?v=4JNG0Al-SuY
4Python Tutorial - Sets & Dictionaryhttps://www.youtube.com/watch?v=F5asgFnW_nc
5Python Tutorial - If Else Statementhttps://www.youtube.com/watch?v=8zzc8Kz5Vw8
6Python Tutorial - For & While Loophttps://www.youtube.com/watch?v=C2Vcpo8qNeQ
7Python Tutorial - User Defined Functionshttps://www.youtube.com/watch?v=tKjRpToHzuU
8Python Tutorial - Read & Write a Filehttps://www.youtube.com/watch?v=NJ7aW5GkbSg
9Python Tutorial - Pandas Serieshttps://www.youtube.com/watch?v=ivr2pnzKhSo
10Python Tutorial - DataFrameshttps://www.youtube.com/watch?v=gtHaiZaTd6I
11Python Tutorial - Lambda & Maphttps://www.youtube.com/watch?v=L1nWaGpq7ZE
12What is Google Colaboratory for ML DL? - Getting Startedhttps://www.youtube.com/watch?v=I2sAhoq5-Sc
13Accessing google drive files in Google Colabhttps://www.youtube.com/watch?v=lHRC5gFvQnA
14Python Basics with Google Colabhttps://www.youtube.com/watch?v=as2qCKtBZwc
15Machine Learning Flowchart with Colabhttps://www.youtube.com/watch?v=ye_EaPqEj00
16Linear Regression for Layman Explained with Colabhttps://www.youtube.com/watch?v=mqIofOfeJ04
17ML - Linear Regression Explained with Colabhttps://www.youtube.com/watch?v=nDyvxrB0zVo
18k-Nearest Neighbor (KNN) for Layman Explained with Colabhttps://www.youtube.com/watch?v=bqcFgcWI70w
19Confusion Matrix Explained k-Nearest Neighborhttps://www.youtube.com/watch?v=4xhEgCOgjIo
20What is Tensorflow 2.0? TensorFlow 2.0 Architecture Explainedhttps://www.youtube.com/watch?v=7qUHca-GKHU
21How to install TensorFlow 2 0? Install Tf 2.0 on Google Colabhttps://www.youtube.com/watch?v=G7DxU4CLnV4
22Getting Started with Tensorflow 2.0 & Executing First Codehttps://www.youtube.com/watch?v=Zm7bRqKcx0A
23Tensorflow Eager Execution - Is it default in TensorFlow 2.0?https://www.youtube.com/watch?v=eeF-efSmd_8
24TensorFlow Course Content & Useful Linkshttps://www.youtube.com/watch?v=ZNOc_TGJvl4
25TensorFlow Understand the data & Frame ML Problem (with Handson)https://www.youtube.com/watch?v=t0CN6jBfzQQ
26Preparing for training a TensorFlow ML Modelhttps://www.youtube.com/watch?v=JHVk13sJwf8
27TensorFlow Train a Deep Neural Net Modelhttps://www.youtube.com/watch?v=gdJxSKK1VdE
28Understanding Tensorboardhttps://www.youtube.com/watch?v=uyh5q7aJjvE
29TensorFlow Improving Model Performance - Feature Engineeringhttps://www.youtube.com/watch?v=m7jiwDliIEs
30TensorFlow - Improving Model Performance - Estimator Train & Eval Spechttps://www.youtube.com/watch?v=Gz2SGt94hRY
31TensorFlow Deep Learning (Neural Net)https://www.youtube.com/watch?v=UfVbhG7xAsI
32Image Classifier Neural Net with Google Colabhttps://www.youtube.com/watch?v=SthHWgkN3Wk
33Callbacks in Neural Net with Google Colabhttps://www.youtube.com/watch?v=HoB-Zx0XqPY
34Data Science - Scenario Based Practical Interview Questions with Answers - 1https://www.youtube.com/watch?v=bJPhEa3mbwo
35Scenario Based Practical Data Science Interview Questions with Answers - 2https://www.youtube.com/watch?v=2IcQ4QNWul4
36Top 15 Python Programming Questions & Solutions - Do it Yourselfhttps://www.youtube.com/watch?v=BCZWQTY9xPE

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