This is a repository I have created to track my progress in Data Science/AI related topics in order to organize my knowledge and goals. Purpose of doing this is self-motivation, portfolio and to realign my goals.
- Anish Pawar - my road to Data Science
- About
- Table of contents
- Projects
- Mini Projects
- Programming Showcase
This sections contains end-to-end projects I created in I used Deep Learning algorithms for problem solving.
| Name | Description | Algorithm | Tech used | Implementation | Report | Creation Date |
|---|---|---|---|---|---|---|
| Pneumonia Detector | A web application designed to assist doctors/common man in detecting Pneumonia | CNN | Keras, Flask, JS | link | link | 6/1/2019 |
| Distracted Driver Detector | An android application which continuously scans driver of a vehicle and detects and alerts if he's distracted or sleepy | CNN | Tensorflow Lite, Keras, Java | WIP | WIP | - |
This is a list of projects that I worked on to learn how to solve real world industry problems.
| Problem | Description | Algorithm | Accuracy | Implementation | Dataset | Creation Date |
|---|---|---|---|---|---|---|
| Fintech Case Study | Directing customers to subscription through App Behaviour Analysis | Logistic Regression | 76% | Python (sklearn,numpy) | App Behaviour Dataset | 22/12/2018 |
| Breast Cancer Classification | Classified cancer type into Benign or Malignant | Support Vector Machine | 96% | Python (sklearn,numpy) | Breast Cancer Wisconsin Dataset | 20/11/2018 |
In this section I want to show off my knowledge about using various ML and AI related algorithms, frameworks, programming languages, packages, libraries etc. This includes the assignments I performed to learn how an algorithm works.
| Algorithm | Language | Implementation | Dataset | Creation Date |
|---|---|---|---|---|
| Linear Regression | R (raw) | link | generated numbers | 10/10/2018 |
| Market Basket Analysis | R (arules) | link | groceries | 26/10/2018 |
| K-means Clustering | Python (raw) | link | xclara | 27/10/2018 |
| SVM | Python (sklearn) | link | baking recipies | 28/10/2018 |
| PCA | R | link | groceries | 30/10/2018 |