{"repo":"solygambas/mlops-projects","free":true,"listed":false,"github":"https://github.com/solygambas/mlops-projects","clone":"git clone https://github.com/solygambas/mlops-projects.git","description":"Hands-on MLOps projects to explore and learn the practical aspects of machine learning engineering for production.","language":"Jupyter Notebook","stars":111,"topics":["fastapi","mlops","python","machine-learning","tensorflow","scikit-learn","keras","docker","kubernetes","google-cloud"],"license":null,"category":"machine-learning","readme_excerpt":"MLOps Projects Hands-on MLOps projects to explore and learn the practical aspects of machine learning engineering for production. # Project Description --- -------------------------------------------------------------------------------- -------------------------------------------------------------------------------------------------------------------------------------------------------- 1 Deploying a Deep Learning model Rapid guide to deploying a computer vision model trained to identify common objects in images using YOLOv3 model and FastAPI. 2 Birds, Cats, and Dogs Simple Convolutional Neural Network (CNN) addressing class imbalance and overfitting issues in a data-centric approach. 3 YouTube Spam Simple classifier exploring how different labeling strategies affect machine learning model performance. 4 Earnings Predictor Introduction to generating and visualizing statistics, detecting and fixing anomalies in an evaluation dataset with TensorFlow Data Validation (TFDV). 5 Predicting Patient Readmission In-depth look at TFDV to generate and visualize statistics from a dataframe, infer a dataset schema, calculate, visualize, and fix anomalies. 6 Hello World Simple feature engineering task to collect data, define metadata, create a preprocessing function, and generate a graph using TensorFlow Transform. 7 Earnings Predictor Pipeline Machine learning pipeline using TensorFlow Extended (TFX) components: ExampleGen, StatisticsGen, SchemaGen, ExampleValidator, and Transform. 8 Traf","default_branch":null,"files":null,"tree":[],"storefront":"/r/solygambas","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/solygambas/mlops-projects/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}