antifriz/sss-2019-ml-project

S3++ 2019 ML Project

S3++ 2019 ML Project

Running

python3 -m pip install -r requirements.txt
python app.py 

Or with docker:

docker build . -t app
docker run --rm -it -p 8080:80 app

#Summary

Puzzles

1. Factorize 245143486106224403217900081922883253630
2. 100000th smallest number of form 2^i * 3^j * 5 ^ k (where i, j, k are nonnegative integers)
3. The Josephus Problem, 41 people, where to sit?
4. In how many ways can you write 100 parenthesis?
5. Prove that in any 6 people there exists 3 who either are all friends or all enemies.

Python

• Basic Python Tutorial ✅

Linear Algebra

• Numpy Tutorial ✅
• Numpy Broadcasting Tutorial ✅

Classic Computer Vision

• OpenCV

Graph Theory

• A Gentle Introduction To Graph Theory ✅

Algorithms & optimizations

• DFS ✅
• BFS ✅
• Genetic Algorithm ✅

Tools

• Git Tutorial

Convolutional Neural Networks for Visual Recognition

• Image Classificaiton
• Linear classification
• Optimization
• Neural Networks Architecture
• Neural Networks Data and Loss
• Neural Networks Case Study
• Convolutional Neural Networks Cheat Sheet
• Convolutional Neural Networks Understanding and Visualizing
• Convolutional Neural Networks Transfer Learning and Fine-tuning

MNIST Classification

• Keras Implementation
• Tensorflow Keras Implementation
• PyTorch Implementation

Project

• Constructing Extraction & Solving Models
• Evaluation

Extraction

• Constructing OCR & Layouting Models
• Evaluation

OCR

• Constructing Localization & Classification Models
• Evaluation

Localization

• Conversion to grayscale
• Thresholding (binarization)
• Morphological Transformations
• Finding Connected Components
• Postprocessing
• Evaluation

Classificaiton

• Defining Supported Characters
• Data Preparation
• Learning Classification Model
• Evaluation

Layouting

• Preprocessing
• Sorting
• Parsing
• Evaluation

Solving

• SimPy or own?
• Evaluation