Amir Masoud Sefidian's repositories
energy_consumption_prediction
Energy consumption prediction using LSTM/GRU networks in PyTorch
pyspark_tutorials
Machine Learning for Big Data using PySpark with real-world projects
mlflow_postgres_minio
Setup collaborative MLflow with PostgreSQL as Tracking Server and MinIO as Artifact Store using docker containers
image_deduplicator
Find and remove duplicated or very similar images from a directory using PyTorch
deep_learning_in_production
Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.
python_tutorial_material
Materials for my Python tutorials. From basics to Machine Learning, Data Science, and Deep Learning applications.
statistics_concepts
Implementation of Statistics Concepts in Python
applied-ml
📚 Papers & tech blogs by companies sharing their work on data science & machine learning in production.
ci-cd-intro
Intro to CI/CD 💻 ☁️
data_streaming
Hands on data streaming
deploying_ml_in_production_course
Public repo for DeepLearning.AI MLEP Specialization
disaster_response_app
Implement ETL, NLP, and ML pipelines and a Web App to classify Figure Eight disaster messages
fastapi_ml_docker
Deployment of ML models using FastAPI and Docker
feast-tutorial
Feast Feature Store Tutorial
fraud_detection
Fraud Detection in Python
iamirmasoud
Repo for my Github profile page
ibm_recommendations
Various recommendation approaches on IBM Watson platform
miscellaneous_ml_scripts
Miscellaneous Implementations for Data Science and Machine Learning
ML-From-Scratch
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
ml-practical-usecases
A database of 450 Machine Learning (ML) system design case studies from 100+ companies.
ml_from_scratch
Implementation of fundamental machine learning algorithms from scratch in Python
mlops_references
A curated list of references for MLOps
pyspark_basics
Notebooks for Python and Spark for Big Data
pytorch-transformer
Attention is all you need implementation
vertex-ai-mlops
Google Cloud Platform Vertex AI end-to-end workflows for machine learning operations