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Udemy - Real World Automated Machine Learning Projects Bootcamp 2022
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[ DevCourseWeb.com ] Real World Automated Machine Learning Projects Bootcamp 2022
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Instructors: Pianalytix
15 sections • 110 lectures • 9h 43m
Video: MP4 1280x720 44 KHz | English + Sub
Updated 2/2022 | Size: 4 GB
Solve Data Science Problems Using Auto-ML, Learn To Use Eval ML, Pycaret, Auto Keras, Auto SK Learn, H20 Auto ML
What you'll learn
Understand the full product workflow for the machine learning lifecycle.
Write clean, maintainable and performant code
Have a great intuition of many Auto Machine Learning models
Master Machine Learning and use it on the job
Learn to perform Classification and Regression modelling
Requirements
Knowledge Of Machine Learning
Description
Automated machine learning (AutoML) represents a fundamental shift in the way organizations of all sizes approach machine learning and data science. Applying traditional machine learning methods to real-world business problems is time-consuming, resource-intensive, and challenging. It requires experts in several disciplines, including data scientists – some of the most sought-after professionals in the job market right now.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction To The Course.mp4
34.2 MB
~Get Your Files Here !/1. Introduction/2. Udemy Course Feedback.mp4
2 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/1. Introduction to the Project.mp4
34.4 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/2. Importing Libraries and DataSet.mp4
40.8 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/3. Data Analysis and Cleaning.mp4
52 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/4. Data Preprocessing.mp4
56.6 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/5. Model Building using ML Algorithms.mp4
59.2 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/6. Model Building using TPOT Auto ML Library-1.mp4
44.4 MB
~Get Your Files Here !/10. Project-9 IPL Cricket Score Prediction Using TPOT (Auto ML)/7. Model Building using TPOT Auto ML Library-2.mp4
26.9 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/1. Introduction to the Project.mp4
43.4 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/2. Importing libraries and DataSet.mp4
33.9 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/3. Data Analysis and Cleaning -1.mp4
68.5 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/4. Data Analysis and Cleaning -2.mp4
33.7 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/5. Data Preprocessing.mp4
31.2 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/6. Splitting the Data.mp4
29.4 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/7. Model Building and Prediction using ML.mp4
29.5 MB
~Get Your Files Here !/11. Project-10 Predicting Bike Rentals Count Using ML And H2O Auto ML/8. Model Building and Prediction using H2O Auto ML Library.mp4
73.5 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/1. Introduction to the Project.mp4
17.9 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/2. Importing Libraries and Data Set.mp4
20.9 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/3. Data Analysis.mp4
72.4 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/4. Feature Engineering.mp4
36.4 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/5. Model Building and Prediction using Deep Learning.mp4
46.7 MB
~Get Your Files Here !/12. Project-11 Concrete Compressive Strength Prediction Using Auto Keras (Auto ML)/6. Model Building and Prediction using Auto Keras(Auto ML).mp4
70.3 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/1. Introduction to the Project.mp4
17.4 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/2. Importing Libraries and DataSet.mp4
19.7 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/3. Data Analysis and Feature Engineering.mp4
44.4 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/4. Data Preprocessing 1.mp4
53 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/5. Data Preprocessing 2.mp4
30.4 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/6. Model Building and Prediction using ML.mp4
34.5 MB
~Get Your Files Here !/13. Project-12 Bangalore House Price Prediction Using Auto SK Learn (Auto ML)/7. Model Building and Prediction using Auto SK Learn(Auto ML).mp4
56.3 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/1. Introduction to the Project.mp4
24.3 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/2. Importing Libraries and DataSet.mp4
24.4 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/3. Data Analysis and Preprocessing 1.mp4
56.4 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/4. Data Analysis and Preprocessing 2.mp4
38.8 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/5. Model Building using ML.mp4
24.4 MB
~Get Your Files Here !/14. Project-13 Hospital Mortality Prediction Using PyCaret (Auto ML)/6. Model Building using Auto ML(PyCaret).mp4
82.6 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/1. Introduction to the Project.mp4
15.4 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/2. Importing Libraries and DataSet.mp4
19.5 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/3. Data Analysis and Preprocessing 1.mp4
75.4 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/4. Data Analysis and Preprocessing 2.mp4
29 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/5. Model Building uisng ML.mp4
31.9 MB
~Get Your Files Here !/15. Project-14 Employee Evaluation For Promotion Using ML And Eval Auto ML/6. Model Building and Prediction using Eval Auto ML.mp4
70.8 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/1. Introduction.mp4
23.8 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/1. Introduction.srt
4.2 KB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/2. Importing Libraries and Datasets.mp4
15.7 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/2. Importing Libraries and Datasets.srt
3 KB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/3. Data Analysis.mp4
56.1 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/3. Data Analysis.srt
10.4 KB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/4. Model Building Part 1.mp4
46.7 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/4. Model Building Part 1.srt
8.1 KB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/5. Model Building Part 2.mp4
33.7 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/5. Model Building Part 2.srt
6.1 KB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/6. Model building and Predictions using Auto ML (Eval ML).mp4
61.4 MB
~Get Your Files Here !/2. Project-1 Heart Attack Risk Predictor Using Auto ML/6. Model building and Predictions using Auto ML (Eval ML).srt
11.2 KB
~Get Your Files Here !/3. Data Analysis.jpeg
162.3 KB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/1. Introduction to the Project.mp4
29.5 MB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/1. Introduction to the Project.srt
7 KB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/2. Importing Libraries and DataSet.mp4
27.4 MB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/2. Importing Libraries and DataSet.srt
5 KB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/3. Data Analysis.mp4
43.4 MB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/3. Data Analysis.srt
9.3 KB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/4. Model Building using ML.mp4
58.3 MB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/4. Model Building using ML.srt
11.8 KB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/5. Model Building and Prediction using PyCaret(AutoML).mp4
97 MB
~Get Your Files Here !/3. Project-2 Credit card fraud detection/5. Model Building and Prediction using PyCaret(AutoML).srt
15.2 KB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/1. Introduction to the Project..mp4
21.9 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/2. Importing Libraries and DataSet.mp4
45.2 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/3. Data Analysis.mp4
31.6 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/4. Feature Engineering 1.mp4
43.6 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/5. Feature Engineering 2.mp4
50.7 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/6. Feature Selection.mp4
25 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/7. Model Building using ML.mp4
38.5 MB
~Get Your Files Here !/4. Project-3 Flight Fare Prediction Using Auto SK Learn (Auto ML)/8. Model Building and Prediction using Auto SK Learn.mp4
41.9 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/1. Introduction to the Project.mp4
30.6 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/2. Importing Libraries and Data Set.mp4
20 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/3. Data Analysis and splitting of Data.mp4
40 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/4. Data Preprocessing.mp4
36.8 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/5. Model Building and Prediction using LSTM model.mp4
32.5 MB
~Get Your Files Here !/5. Project-4 Petrol Price Forecasting Using Auto Keras/6. Model Building and prediction using ARIMA and Auto Keras.mp4
37.5 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/1. Introduction to the Project..mp4
33 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/2. 2a Importing Libraries and Data Set.mp4
25.1 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/3. Data Analysis.mp4
65.2 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/4. 4a Feature Engineering.mp4
47.4 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/5. Model Building and Prediction using ANN.mp4
34.1 MB
~Get Your Files Here !/6. Project-5 Bank Customer Churn Prediction Using H2O Auto ML/6. Model Building and Prediction using H2O Auto ML(Auto ML).mp4
92 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/1. Introduction to the Project.mp4
35.4 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/2. Importing Libraries and Data sets.mp4
31 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/3. Data Analysis.mp4
67.7 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/4. feature Engineering.mp4
30.7 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/5. Model Building using ML- 1.mp4
69.1 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/6. Model Building using ML- 2.mp4
45.1 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/7. Model Building and Predictions using TPOT Library(AUto ML).mp4
43.4 MB
~Get Your Files Here !/7. Project-6 Air Quality Index Predictor Using TPOT With End-To-End Deployment (A/8. Deployment of Model using Flask API.mp4
63.4 MB
~Get Your Files Here !/8. Project-7 Rain Prediction Using ML models & PyCaret With Deployment (Auto ML)/1. Introduction to the Project.mp4
21.5 MB
~Get Your Files Here !/8. Project-7 Rain Prediction Using ML models & PyCaret With Deployment (Auto ML)/2. Importing Libraries and DataSet.mp4
45.6 MB
~Get Your Files Here !/8. Project-7 Rain Prediction Using ML models & PyCaret With Deployment (Auto ML)/3. Data Analysis and Handling Missing Values- 1.mp4
38.3 MB
~Get Your Files Here !/8. Project-7 Rain Prediction Using ML models & PyCaret With Deployment (Auto ML)/4. Data Analysis and Handling Missing Values- 2.mp4
50 MB
~Get Your Files Here !/8. Project-7 Rain Prediction Using ML models & PyCaret With Deployment (Auto ML)/5. Feature Engineering.mp4