Python
Python for Data Science | Python Basics | Class video |
Python Data Manipulations | Class video | |
Statistics and Data Preparation | Basic Statistics | Class video |
Data Cleaning | Class video | |
Project Phase-1 Data Cleaning | Class video |
Python Practice Project -1 : Numpy project |
Python Practice Project -2 : Pandas project |
Python Practice Project -3 : Python Programming |
Machine Learning
ML Basic Algorithms | Linear Regression | Class video |
Logistic Regression | Class video | |
Project Phase-2 ML Models | Class video | |
Decision Trees | Class video | |
Model Validation Metrics | Class video | |
Feature Engineering | Class video | |
Project Phase-3 ML Models & Validation | Class video | |
Cluster Analysis | Class video | |
ML Advanced Algorithms | Random Forest | Class video |
Boosting | Class video | |
Project Phase-4 ML Advanced Models | Class video | |
ANN | Class video | |
NLP | NLP Data Preprocessing | Class video |
Sentiment Analysis BOW | Class video | |
Word2Vec |
Driver Analysis | Driver Analysis | Class video |
Testing of Hypothesis | Testing of Hypothesis | Class video |
Three Day Crashcourse on ML | Day-1 | Class video |
Day-2 | Class video | |
Day-3 | Class video |
Deep Learning
Deep Learning | TensorFlow and Keras | |
ANN Hyperparameters | ||
CNN | Class video | |
RNN and LSTM |
Excel
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SQL
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Power BI
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Tableau
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ML Projects
1A | Banking | Marketing | Bank Insurance marketing | Details will be updated soon |
1B | Banking | Marketing | Bank Loan marketing | |
1C | Banking | HR Analytics | HR Analytics Employee Attrition | |
1D | Banking | Credit Risk | Default of credit card clients | |
1E | Banking | Marketing | Credit Card Customers Churn Prediction | |
1F | Banking | Credit Risk | Credit Card Acquisition model | |
1G | Banking | Fraud | CC Transactions Fraud Detection | |
2A | IT | Automobile | Automobile price prediction | |
2B | IT | IT | Taxifare prediction | |
3A | Health Care | Disease Prediction | Diabetes Prediction | |
3B | Health Care | Disease Prediction | Breast Cancer Prediction | |
3C | Health Care | Disease Prediction | Heart disease Prediction | |
3D | Health Care | Image Processing | NIH Chest X-rays | |
3E | Health Care | Image Processing | Malaria Detection | |
3F | Health Care | Disease Prediction | Stroke Prediction | |
3G | Health Care | Disease Prediction | Hepatitis C Prediction | |
3H | Health Care | Image Processing | Brain Tumor Detection | |
4A | Insurance | Marketing | US Health Insurance Marketplace | |
4B | Insurance | Marketing | Health Insurance Cross Sell Prediction | |
4C | Insurance | Fraud | Auto Insurance Claims Fraud Detection | |
4D | Insurance | Fraud | General Insurance Fraud Detection | |
5A | Telecom | Customer Usage | The SMS Spam Prediction | |
5B | Telecom | Customer Churn | Telecom Churn Prediction | |
7A | Retail & Ecom | Ecom | Ecom Reviews Data |
Books
Download chapters from springer link – Click here
Download codes and datasets from Github link – Click here
Buy low priced edition from Wiley International – Click here
Amazon Link – Click here
Download codes and datasets from Google Drive link – Click here
Download codes and datasets from Github link – Click here
Career Related
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