My road to ML

The repository was created to track my progress in Machine Learning related topics in order to organize my knowledge and goals. Includes machine learning projects and showcases in Scikit-Learn, TensorFlow, and Keras.

Table of Contents

• My Road to ML
• Table of Contents
• Mini Projects
• ML Showcase
  • Raw Python
    • Machine Learning
    • Deep Learning
  • Sklearn
  • TensorFlow
    • Image Classification
    • Natural Language Processing (NLP)
    • Time Series
    • Other
• Courses & Certificates
• Notes
• Contact

Mini Projects

Problem	Description	Tech Stack	Dataset	Creation Date	Last Update
The Simpsons Characters Classification	CNN, 4 and 6 convolutions, dropout-regularization, data-augmentation	TensorFlow, Matplotlib, Flask, Numpy	Kaggle	9/15/2019	10/27/2019
Titanic Disaster Survivor Prediction	XGBoost	XGBoost, Numpy, Pandas, Matplotlib, Seaborn, GridSearch	Kaggle	08/9/2022	08/27/2022
House Prices Prediction with SKLearn Pipeline	10 Regression Models, Hyperparameter search using GridSearch and RandomizedSearchCV, SKLearn Pipeline	SKLearn, LightGBM, CatBoost, XGBoost, Numpy, Pandas, Matplotlib, Seaborn, GridSearch, RandomizedSearchCV	Kaggle	12/15/2022	12/26/2022
ML Pipeline for Short-Term Rental Prices in NYC	End to end ML pipeline to predict rental prices for airbnb rentals using MLFlow and Weights and Biases	MLOps, SKLearn, Numpy, Pandas, Matplotlib, GridSearch, MLFlow, Weights and Biases, Pytest	Kaggle	1/5/2022	1/11/2022
Salary Predictor Application with FastAPI	Salary prediction model deployed with FastAPI, DVC pointing to AWS S3 bucket, unit tests and API tests, CI/CD framework using GitHub Actions	MLOps, SKLearn, Numpy, Pandas, Matplotlib, FastAPI, Pytest, AWS, CI/CD	Census Bureau	1/15/2022	1/21/2022

ML Showcase

In this section I want to present my knowledge about various ML related algorithms, frameworks, programming languages, libraries and more. Priority is to show how the algorithm works - not to solve complex and ambitious problems.

Raw Python

Machine Learning

Algorithm	Problem	Description	Dataset	Creation Date	Last Update
Linear Regression	Childhood Respiratory Disease	Raw Python	Dataset	07/20/2022	08/27/2022
Logistic Regression	Gender Recognition by Voice and Speech Analysis	Raw Python	Dataset	07/25/2022	08/27/2022
Gaussian Distribution Anomaly Detection	Anomaly Detection	Raw Python	Dummy Data	08/29/2022	10/15/2022
Decision Tree	Mashroom Classification	Raw Python	Dummy Data	08/10/2022	10/15/2022
K-means	K-means Clustering	Raw Python	Dummy Data	08/15/2022	10/15/2022

Deep Learning

Algorithm	Problem	Description	Dataset	Creation Date	Last Update
MLP	Coffee Roast	2 layers, Raw Python	Dummy Data	09/07/2022	10/15/2022

Sklearn

Algorithm	Problem	Description	Dataset	Creation Date	Last Update
Linear Regression	Childhood Respiratory Disease	Sklearn	Dataset	08/19/2019	10/20/2019
Logistic Regression	Gender Recognition by Voice and Speech Analysis	Sklearn	Dataset	08/25/2019	10/19/2019
KNN	Diabetes Test	Sklearn	Dataset	08/30/2019	10/20/2019
SVM	Exoplanets	Sklearn	Dataset	9/18/2019	10/20/2019
Random Forest	Diabetes Test	Sklearn	Dataset	9/24/2019	10/20/2019
K-means	K-means Clustering	Sklearn	Dummy Data	9/26/2019	10/20/2019

TensorFlow

Image Classification

Net Type	Problem	Description	Dataset	Creation Date	Last Update
CNN	Cats vs Dogs	3 convolutions	Microsoft	10/07/2019	10/27/2019
CNN	Horses vs Humans	InceptionV3, dropout-regularization, data-augmentation	Dataset	10/14/2019	10/27/2019
CNN	Sign Language Detector	2 convolutions, data-augmentation	Sign Language MNIST	10/19/2019	10/29/2019

Natural Language Processing (NLP)

Net Type	Problem	Description	Dataset	Creation Date	Last Update
MLP	BBC News Classification	3 layers, global average pooling	BBC Archive	10/23/2019	11/05/2019
RNN	Poem Generator	Bidirectional LSTM, dropout	Shakespeare Sonnets	10/23/2019	10/05/2019
CNN/RNN	Twitter Sentiment Analysis	Max pooling, LSTM, dropout-regularization, NTLK	Kaggle	11/13/2019	12/10/2019

Time Series

Net Type	Problem	Description	Dataset	Creation Date	Last Update
CNN/RNN	Sunspot Prediction	1 convolution, 2 LSTM	Github	10/29/2019	11/17/2019

Other

Net Type	Problem	Description	Dataset	Creation Date	Last Update
MLP	Smartphone Activity Detector	3 layers with 1 hidden layer, ReLu, Softmax, Adam Optimizer	Dataset	10/03/2019	10/20/2019
MLP	Credit Card Fraud Detection	4-layers, dropout-regularization	Kaggle	11/07/2019	11/24/2019
Linear Regression	Gold Futures Prediction	TensorFlow	Investing.com	11/17/2019	11/29/2022
Linear Regression	Collaborative Filtering Recommender System	TensorFlow, Recommender System	MovieLens	9/27/2022	10/17/2022
MLP	Content-Based Filtering Recommender System	TensorFlow, Recommender System	MovieLens	9/30/2022	10/17/2022
Reinforcement Learning	Lunar Lander	TensorFlow	OpenAI Gym	9/30/2022	10/17/2022

Courses & Certificates

• Mathematics for Machine Learning Specialization (Coursera - Imperial College London)
• Intro to Statistics (Udacity)
• Intro to Inferential Statistics (Udacity)
• Data Structures and Algorithms Course in Python (Udemy)
• Machine Learning Specialization (Coursera - Stanford - Andrew Ng)
• DeepLearning.AI TensorFlow Developer Specialization (Coursera - deeplearning.ai)
• Introduction to Machine Learning in Production (Coursera - deeplearning.ai)
• Deep Learning Specialization (Coursera - deeplearning.ai)
• Machine Learning DevOps Engineer (Udacity Nanodegree)

Notes

Notes from some of the courses above - Notes

Contact

• Portfolio
• LinkedIn
• Email