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#

model-inference

Here are 49 public repositories matching this topic...

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

  • UpdatedFeb 16, 2026
  • Python

Resources of our survey paper "Optimizing Edge AI: A Comprehensive Survey on Data, Model, and System Strategies"

  • UpdatedSep 11, 2025

CLIP as a service - Embed image and sentences, object recognition, visual reasoning, image classification and reverse image search

  • UpdatedJul 29, 2025
  • Jupyter Notebook

EmbeddedLLM: API server for Embedded Device Deployment. Currently support CUDA/OpenVINO/IpexLLM/DirectML/CPU

  • UpdatedOct 6, 2024
  • Python

Streamlining the process for seamless execution of PyCoral in running TensorFlow Lite models on an Edge TPU USB.

  • UpdatedApr 12, 2024
  • Python

Генерация описаний к изображениям с помощью различных архитектур нейронных сетей

  • UpdatedMay 13, 2023
  • Jupyter Notebook

The primary objective of this project was to build and deploy an image classification model for Scones Unlimited, a scone-delivery-focused logistic company, using AWS SageMaker.

  • UpdatedJan 24, 2023
  • HTML

Image Classifiers are used in the field of computer vision to identify the content of an image and it is used across a broad variety of industries, from advanced technologies like autonomous vehicles and augmented reality, to eCommerce platforms, and even in diagnostic medicine.

  • UpdatedMar 1, 2023
  • HTML

Deep learning solution for apple disease detection using CNN architecture. Trained on PlantVillage dataset to classify 4 apple leaf conditions with real-time image analysis.

  • UpdatedJan 1, 2026
  • Python

A personal journey into model inference engineering — learning, building, and sharing along the way.

  • UpdatedAug 15, 2025
  • Jupyter Notebook

Successfully developed a fine-tuned DistilBERT transformer model which can accurately predict the overall sentiment of a piece of financial news up to an accuracy of nearly 81.5%.

  • UpdatedMay 6, 2024
  • Jupyter Notebook

This project is a web-based application that uses a pre-trained Mask R-CNN model to detect and classify car damage types (scratch, dent, shatter, dislocation) from images. Users can upload an image of a car, and the application will highlight damaged areas with bounding boxes and masks, providing a clear visual representation of the detected damage

  • UpdatedAug 31, 2024
  • Jupyter Notebook

A cloud run function to invoke a prediction against a machine learning model that has been trained outside of a cloud provider.

  • UpdatedJan 19, 2025
  • Python

Example distributed system for ML model inference by using Kafka, including spring boot REST+JPA server with Java consumer program

  • UpdatedNov 23, 2025
  • Java

Successfully fine-tuned a pretrained DistilBERT transformer model that can classify social media text data into one of 4 cyberbullying labels i.e. ethnicity/race, gender/sexual, religion and not cyberbullying with a remarkable accuracy of 99%.

  • UpdatedJun 10, 2024
  • Jupyter Notebook

Experimental web application demonstrating how an offline-trained financial fraud detection model can be exposed through a web interface. Built with Flask and a pre-trained XGBoost model to showcase ML inference flow, feature engineering, and result communication — not a production fraud prevention system.

  • UpdatedJan 24, 2026
  • HTML

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