C O P S

Club Of ProgrammerS

ML Resources

CSOC 2023

Week 0

Week 1

Week 2

Week 3

Week 4

CSOC 2021

Week 0

Week 1

Week 2

Week 3

Roadmaps

AI Roadmap

cops coding ml ai

Workshops

Intro to Neural Networks

Preprocess Data

Feature Engineering

feature scaling tools

Kaggle Blog Medium Blog Scaling Tools Subsampling

Outliners

models outliners

Detection Removal

Data Imbalance

dataset imbalance

Resampling Classification Under & Over Neural Nets

Principal Component Analysis

pca ml components

Categorical Data

data categorized

Decision Tree

algorithm ml trees

Ensemble Models

Ensemble Models

models ml dataset

Kaggle Blog Analytics

Basics of NLP

Basics of NLP

GPT2 RNN Basics LSTM

Basics OpenAI GPT2

Word Embedding

Part 1 Part 2 Part 3 Part 4

Projects for DS

Projects Data Science

Time Series

Arima Model

Arima Tuning Time

Case Study Tuning

NLP in Data Science

Bag of Words

RNN

recurrent python neural

Effectivness Example

Modules

Module NLTK Keras

NLTK Keras Reshaping Pandas

HyperParameter

Tuning Optimization

Algoritms

Forest Gradient MulitClass

MulitClass Gradient Descent Decide Algo

Text and Embedding

Embedding Classification linguistics

Text Classification Text Data Embedding Imbalance Data

Tensorflow

Keras Tensorflow Neural

LSTMs

recurrent networds Neural

CNN

convolutional networkds eagerAPI

Baysian Optimization

hyperopt Baysian Optimize

Courses

Stanford

CNN Stanford NLP