Abhishek Machine learning

Day01

• ML intro Mindmap

• Training & Testing ML Algorithm For Energy Meter

• Evaluating Various MLModel for Energy Meter

Day02 Numpy and Pandas

Numpy

• Fundamental
• intermediate
• Tricks

Pandas

• datasets
• Fundamental
• intermediate
• Advance

Supervised Learning - Classification & Regression

Day 03

• Advertisement Sale Prediction from The an existing Customer - Logistic Regression
• MindMap
• Dataset
• Python Code
• Notebook

Day 04

• Salary estimation - K-Nearest Nieghbor
• MindMap
• Dataset
• Python Code
• Notebook

Day 05

• Character Reconization - Support vector Machine
• MindMap
• Dataset
• Python Code
• Notebook

Day 06

• Titanic survival pridiction- Naive Bayes
• MindMap
• Dataset
• Python Code
• Notebook

Day 07

• leaf detection - Decision tree
• MindMap
• Dataset
• Python Code
• Notebook

Day 08

• Handwriten digit Reconization - Random Forest
• MindMap
• Dataset
• Python Code
• Notebook

Day 09

• Evaluating Classification model
  • Confusion Matrix
  • Cap Curve analysis
  • Accuracy Paradox
• mindmap
• dataset
• Python code
• Notebook

Day 10

• classification Model selection for Brest Cancer Classification
• Datasets
• Python code
• Notebook

Day11

• House Price Prediction - Linear Regresstion single Variable
• mindmap
• Datasets
• Python code
• Notebook

Day12

• Exam Marks Prediction - Linear Regresstion Multiple Variable
• Datasets
• Python code
• Notebook

Day13

• Predicting the Previous Salary of the new Employee - polynomial Regresstion
• mindmap
• Datasets
• Python code
• Notebook

Day14

• Stock Price Prediction - Suport vector
• mindmap
• Datasets
• Python code
• Notebook

Day15

• Height Prediction from the age -Decision tree
• mindmap
• Datasets
• Python code
• Notebook

Day16

• Car Price Prediction - Random forest
• dataset01
• Dataset02
• Python code
• Notebook

Day17

• Evaluating Model performance using
  • R-squared initution
  • Adjusted R-squared
• notebook

Day18

• Regression Model Selection for Energy Prediction
• python
• dataset
• notebook

Unsupervised Learning - Clustering

Day19

• Identifying the customer spent -KNN
• mindmap
• python
• dataset
• noteBook

Day20

• Customer Spending Analysis
• mindmap
• python
• dataset
• notebook

Day21

• leaf types data visulization - Principle component Analysis
• mindmap
• datasets
• python
• notebook

Day22

• Finding Similer Movie Based on Ranking - Singular Value Decomposition
• mindmap
• dataset01 -movie
• dataset02 - rating
• python
• notebook

Unupervised Learning - Association

Day23

• Market Based Analysis - APIRIORI
• mindmap
• dataset
• python
• notebook

Day24

• Market basket optimization/Analysis - ECLAT
• python
• mindmap
• datasets
• notebook

Reinfourcement Learning

Day25

• web Ads Clink through Optimization - Upper Bound Confidence

• notebook

Netural Language Processing

Day26

• Sentiment Analysis - NLTK
• mindmap-nlp
• mindmap-sentiment analysis
• dataset
• python
• notebook

Day27

• Breast Cancer tumor prediction - XGBOOST
• mindmap
• dataset
• python XGBOOST
• python
• notebook XGBOOST
• notebook