rohithteja Goto Github PK

automate-ml-workflow

Code relating to the article How To Automate and Simplify Your Machine Learning Experiment Workflow

bitcoin-forecast-realtime

Bitcoin Forecast

computer-vision-matlab

Computer vision project on camera calibration and other tasks

data-mining-project

Data mining project - data cleaning, feature extraction, model building, hyperparameter tuning with cross validation, PCA

deep-autoencoders

Image denoising and encoding of images using deep autoencoders

defi-ia-2021-kaggle-challenge

Kaggle NLP competition (2021) among several universities in France (secured 8th place overall)

dgl-graph-neural-network

Graph Neural Network implementation using DGL and benchmark datasets

docker-img-socialspam

Docker container for running the spam detection experiment

dynamic-graph-embedding

generative-adversarial-networks

GANs to generate new images for MNIST and CIFAR10 datasets

hidden-markov-model

Hidden markov models to calculate the probability of future observations

hundnames

Levenshtein distance of name "Luca"

image-augmentation

Image augmentation of birds dataset with neural networks and also some pretrained models

k-nearest-neighbours

Experimental analysis of KNN by using waveform dataset

kernel-methods

Kernel Versions of various machine learning algorithms

mlflow-twitter-social-spam

MLflow pipeline of twitter spam detection problem

multi-arm-bandit

Multi Arm Bandit problem using Epsilon Greedy, UCB and Thomson sampling methods

nltksentimentanalysis

Movie review analysis using NLTK library

optimal-transport

Code for some of the algorithms used in Optimal Transport like subspace alignment and sinkhorn algorithms

optimization-with-cvxpy

Optimization using CVXPY python library

pyspark

Pyspark functions on tabular datasets (RDD and Matrix operations)

pytorch-geometric

GCN, GAT implementation using pytorch geometric on the cora dataset

reinforcement-learning

Reinforcement Learning with policy and value iteration algorithms and also deep Q learning

rohithteja

Data Scientist

rohithteja.github.io

Portfolio

social-network-data-analysis

Data analysis on graph dataset built from twitter user data

social-spam-detection

Spam detection task on twitter dataset

step-pip-install

store-item-demand-forecasting

Case study on store item demand forecasting

text-formatting-problem

Text Formatting project using various algorithms like Dynamic Programming, Greedy method etc