iamirmasoud/python_tutorial_material

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iamirmasoud/python_tutorial_material

iamirmasoud

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Materials for my Python tutorials. From basics to Machine Learning, Data Science, and Deep Learning applications.

energy_consumption_prediction

Energy consumption prediction using LSTM/GRU networks in PyTorch

Jupyter Notebook

image_captioning

Automatic Image Captioning using PyTorch on MS COCO dataset

Jupyter Notebook

bulkboto3

Python package for fast and parallel transferring a bulk of files to S3 based on boto3!

facial_keypoint_detection

Facial Keypoint Detection using PyTorch

Jupyter Notebook

amazon_sentiment

Sentiment Analysis on Amazon Reviews Dataset in PyTorch

Jupyter Notebook

pyspark_tutorials

Machine Learning for Big Data using PySpark with real-world projects

Jupyter Notebook

graph_slam

2D Landmark Detection & Robot Tracking using Offline and Online Graph SLAM (Simultaneous Localization and Mapping)

Jupyter Notebook

mlflow_postgres_minio

Setup collaborative MLflow with PostgreSQL as Tracking Server and MinIO as Artifact Store using docker containers

Jupyter Notebook

image_deduplicator

Find and remove duplicated or very similar images from a directory using PyTorch

Jupyter Notebook

statistics_concepts

Implementation of Statistics Concepts in Python

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deep_learning_in_production

Build, train, deploy, scale and maintain deep learning models. Understand ML infrastructure and MLOps using hands-on examples.

Jupyter Notebook

trajectory-reconstruction

2D vehicle trajectory reconstruction from raw sensor data.

Jupyter Notebook

mlops

Instructions and scripts for setting up and using MLOps and Data Engineering tools