An open API service indexing awesome lists of open source software.

Projects in Awesome Lists by ParthaPRay

A curated list of projects in awesome lists by ParthaPRay .

https://github.com/parthapray/curated-list-of-generative-ai-tools

This repo contains the curated list of tools for generative AI

generativeai largelanguagemodel llm opensource

Last synced: 26 Feb 2026

https://github.com/parthapray/ollama_googlecolab_colabxterm_langchain

This repo contains a code that uses colabxterm and langchain community packages to install Ollama on Google Colab free tier T4 and pulls a model from Ollama and chats with it

colabxterm freecolab googlecolab langchain ollama ollama-interface

Last synced: 02 Mar 2026

https://github.com/parthapray/crewai-ai-agents

This repo contains AI Collaboration and Task Management by using CrewAI to leverage AI Agents

Last synced: 09 Aug 2026

https://github.com/parthapray/b3950thermistorarduino

This repo contains B3950 NTC 10K Thermistor Library for Arduino

arduino b3950 library ntc-thermistor

Last synced: 09 Aug 2026

https://github.com/parthapray/ollama_googlecolab_ngrok_gradio

This repo contains the notebook python code to run Ollama on Google Colab with Ngrok and Gradio as ChatBot with Memory and Verbose generation

chatbot googlecolab gradio ngrok ollama

Last synced: 12 May 2026

https://github.com/parthapray/llm-learning-sources

This repo contains a list of channels and sources from where LLMs should be learned

Last synced: 04 Feb 2026

https://github.com/ParthaPRay/Curated-List-of-Generative-AI-Tools

This repo contains the curated list of tools for generative AI

generativeai largelanguagemodel llm opensource

Last synced: 06 Mar 2025

https://github.com/parthapray/curated-list-generative-ai-bioinformatics

This repo contains tutorials, large language model-based tools and approaches for applying generative AI to Bioinformatics and biology

Last synced: 13 Feb 2026

https://github.com/parthapray/docling_rag_langchain_colab

This repo contains codes for RAG using docling on colab notebook with langchain, milvus, huggingface embedding model and LLM

all-minilm-l6-v2 chunking colab-notebook docling huggingface langchain large-language-models milvus pdf retrieval-augmented-generation sentence-transformers

Last synced: 18 May 2026

https://github.com/parthapray/flask-builtin-wsgi-uwsgi-ollama-raspberrypi-api

This repo contains Ollama, Flask (builtin, WSGI and uWSGI), Raspberry Pi based API server

Last synced: 09 Aug 2026

https://github.com/parthapray/lmstudio

This repo contains the idea about LM Studio https://lmstudio.ai/

Last synced: 01 Mar 2026

https://github.com/parthapray/raynoid-synthetica

The "Raynoid Synthetica" model provides a novel and the first ever mathematical foundation for representing and understanding the dynamics of organoid intelligence (OI). Fusing the principles of artificial intelligence (AI) with the biological intricacies of organoids.

Last synced: 03 Mar 2026

https://github.com/parthapray/segment_anything_model_sam_kaggle_braintumorsegmentation2020

This repo contains codes for specific fine tuning of SAM by using BrainTumorSegmentation2020 (BraTS2020) Dataset on Kaggle

Last synced: 30 Jan 2026

https://github.com/parthapray/docling_colab

This repo contains google colab notebook for handing Docling for data extraction such as text, image, table etc.

chunk chunking colab-notebook docling docx embed extraction-data image lancedb markdown pdf pptx retrieval-augmented-generation table text transformers

Last synced: 16 May 2026

https://github.com/parthapray/noaa_nlp_weather_forecast_summarizer

This repo contains codes for summarization of NOAA api JSON data into human readable texts for forecasting

gradio nlp noaa openai spacy summarization transformers weather-app weather-forecast

Last synced: 28 Apr 2026

https://github.com/parthapray/chatgpt-api-python

This repo contains the process to connect ChatGPT API by Python

Last synced: 10 Jun 2026

https://github.com/parthapray/flask-stable-diffusion-model-ngrok

This repo contains the process of generate image by using Flask, Stable Diffusion and ngrok on Colab GPU

Last synced: 03 Mar 2026

https://github.com/parthapray/chunkviz-text-splitter-visualizer

This report contains the information about ChunkViz that allows to visulalize the text splitting for Langchain and LlamaIndex

Last synced: 31 Jan 2026

https://github.com/parthapray/amg8833-python

This repo contains the Arduino and Python code to run AMG8833 module on Ubuntu 22.04 LTS

Last synced: 04 Aug 2025

https://github.com/parthapray/contxt_engineering_large_language_model

This repo shows the coding of context engineering for localized large language models

Last synced: 02 Oct 2025

https://github.com/parthapray/pattern_recognition_book

This repo shows the coding pattern recognition book

Last synced: 02 Oct 2025

https://github.com/parthapray/disease-symptom-knowledge-database_flattening

This repo shows the coding organizing symptoms in comma separated rows flattening for given disease from Disease-Symptom Knowledge Database based github link

disease-symptom knowledge-database

Last synced: 02 Oct 2025

https://github.com/parthapray/neuro-symbolic_abductive_reasoning_ollama_fault_diagnosis

This repo presents codes that allows user to run localized Ollama based Reasoning LLM to integrate with neuro-symbolic abductive reasoning for fault diagnosis

abductive-reasoning fault-diagnosis industrial large-language-models neurosymbolic ollama-api restful-api

Last synced: 02 Oct 2025

https://github.com/parthapray/aqi_location_india

This repo presents code for AQI, satellite radiation and climate data for a location of India using gradio interface

Last synced: 02 Oct 2025

https://github.com/parthapray/nadi-astrology-machine-learning

This repo shows the simulation coding of Nadi Astrology with Machine Learning

astrology history machine-learning nadi sanatandharma simulation tamil-language

Last synced: 02 Oct 2025

https://github.com/parthapray/peer_to_peer_local_llm_interaction

This repo contains codes on how peer-to-peer communication is established for localized LLM interactions

large-language-models ollama peer-to-peer raspberry-pi restfulapi ubuntu

Last synced: 18 Apr 2026

https://github.com/parthapray/functional_calling_llm

This repo shows the codes of function calling for LLM in edge device

Last synced: 18 Aug 2025

https://github.com/parthapray/nlp_pipeline_openai

This repo contains nlp pipeline and openai API integration

gradio matplotlib networkx nltk openai rake-nltk scikit-learn seaborn spacy textblob textstat wordcloud

Last synced: 10 Apr 2026

https://github.com/parthapray/runwayml-video-generation-api-call

This repo has codes for runwayml video image generation API call

dall-e-api runwayml

Last synced: 11 Jul 2026

https://github.com/parthapray/pdf_text_extraction_json_section_subsection

This repo contains codes for extraction of PDF text to JSON to show section number, section title, section body content, footnote

article-extractor document extraction json pdf pymupdf-fitz regex text

Last synced: 10 May 2026

https://github.com/parthapray/liguistic_relativity_chatgpt

This repo contains codes for experiementing linguistic relativity of various language specific prompts asked to and responded back from ChatGPT 4 mini

chatgpt-api hypothesis-testing linguistics paraphrase-multilingual-minilm-l12-v2 polyglot sentence-transformers

Last synced: 09 Jun 2026

https://github.com/parthapray/gai-ar-ctf

Generative AI-Augmented Reality Combat Training Framework (GAI-AR CTF)

Last synced: 12 Jun 2025

https://github.com/parthapray/llm_evaluation_metrics_localized

This repo contains code for localized LLM evaluation metrics vis a framework using Ollama and edge resource and novel derived metrics

evaluation evaluation-framework evaluation-metrics evaluations flask large-language-models metrics ollama-api restful-api

Last synced: 18 Apr 2026

https://github.com/parthapray/llmiot

This repo shows the coding of ESP32, ESP8266, Arduino MKR 1000 to have communication with local LLMs on Raspberry Pi 4B

Last synced: 12 May 2026

https://github.com/parthapray/function_call_chaining

This repo shows the codes for Function Call Chaining involving LLMs in Raspberry Pi 4B

Last synced: 18 Jun 2026

https://github.com/parthapray/cognitive-turing-machine

This repo contains content related to newly introduced first ever proposed AI complexity theoretical framework "Cognitive Turing Machine"

ai cognitive complexity machine theory turing

Last synced: 09 Aug 2026

https://github.com/parthapray/openai-chroma-langchain

This repo contains an use case integration of OpenAI, Chroma and Langchain

Last synced: 18 Jun 2025

https://github.com/parthapray/genbench

An benchmark for evaluating generative AI tools like ChatGPT, Google Bard.

Last synced: 01 Mar 2026

https://github.com/parthapray/geminipro-streamlit-web-app

This repo contains a step-by-step guide for an app based on Google's Gemini Pro and Streamlit

Last synced: 09 Aug 2026

https://github.com/parthapray/books

Last synced: 24 Feb 2026

https://github.com/parthapray/retrieval-augmented-generation-rag

This repo contains information about how RAG works

Last synced: 03 Mar 2026

https://github.com/parthapray/bme680-python

This repo contains BME680 real-time plotting using Python from Arduino Mega 2560 on Raspberry Pi 4B

Last synced: 16 May 2026

https://github.com/parthapray/raydynamics

RayDynamics Model provides a Novel and holistic approach for White Blood Cell (WBC) movement dynamics

Last synced: 09 Aug 2026

https://github.com/parthapray/pytorch-on-raspberry-pi-using-conda-forde-mini-and-llm-from-huggingface

This repo contains information and guidelines to install PyTorch on Raspberry Pi using Conda-Forge Mini and Huggingface Libararies to Run a LLM Locally

Last synced: 22 Feb 2026

https://github.com/parthapray/neuro-symbolic-ai

This repo contains neuro-symbolic AI related content for providing robust AI capable of reasoning, learning, and cognitive modeling

Last synced: 02 Mar 2026

https://github.com/parthapray/yolo11_imagewoof_dog_classification_huggingface_space

This repo contains ImageWoof dog classification fine tuned with Yolo11 and gradio over Huggingface Space

classification dog finetune gradio huggingface imagewoof object space ultralytics yolo11

Last synced: 06 Sep 2025

https://github.com/parthapray/question-answering-transformer

This repo contains a python code for Question-Answering on Roberta-base moe fine tunes on squad2 from HugginfFace

Last synced: 06 Jul 2025

https://github.com/parthapray/climex-handbook

This repo contains CLIMEX HANDBOOK Handbook for standardized measurements in Climate Change Experiments

Last synced: 05 Feb 2026

https://github.com/parthapray/document-image-matching-system

This repo contains implementation of searching documents in book form from a library by using an image by using openAI api

book document gpt5 gradio image large-language-models library library-automation open-library openai-api openai-vision openlibrary-api search searching

Last synced: 18 Jul 2026

https://github.com/parthapray/gemini-google-ai

This repo contains information about Google Gemini AI and its characteristics

Last synced: 01 Mar 2026

https://github.com/parthapray/bio-physical-parameters-of-tree

This repo contains the infromation about various biophysiological parameters of a tree

Last synced: 28 Jan 2026

https://github.com/parthapray/as7265x-spectral-power-distribution

This repo contains the AS7265x based Spectral Power Distribution (SPD) of a leaf

Last synced: 30 Jan 2026

https://github.com/parthapray/ecotroph-rag

This repo shows the coding of EcoTroph-RAG: A Retrieval-Augmented Ecological Intelligence Framework for Freshwater Fish Diet Analysis

bart-large-cnn bge-m3 bm25 diet ecological embedding-models fish huggingface llm minilm-l6-v2 nomic-ai-nomic-embed-text-v15 rag summarization t5-base

Last synced: 01 Jun 2026

https://github.com/parthapray/salmon_fish_disease_classification

This repo shows the coding of salmon fish disease classification

Last synced: 01 Jun 2026

https://github.com/parthapray/machine-learning-algorithms

This repo contains the the landscape of machine learning algorithms

Last synced: 03 Mar 2026

https://github.com/parthapray/ml_dl_nlp_cv_materials

This repo has simple yet intuitive materials for preparation for ML, DL, NLP and CV

Last synced: 26 Feb 2026

https://github.com/parthapray/pytorch-dl-learn

This repo contains the codes and explanations for DL and ML

Last synced: 27 Feb 2026

https://github.com/parthapray/ml8511

This repo contains the slope line estimation for GY-ML8511 UV sensor for Arduino Uno

Last synced: 12 Feb 2026

https://github.com/parthapray/indian_knowledge_forum

Repository of curated list that contains various initiatives and published works on the campaign of research popularization among young masses in the world based on Bhartiya sanatan gyan, vigyan, sahitya, darshan, shilpa, krishti, sanskriti.

Last synced: 01 Mar 2026

https://github.com/parthapray/bookdown

The bookdown package is an open-source R package that facilitates writing books and long-form articles/reports with R Markdown

Last synced: 02 Mar 2026

https://github.com/parthapray/iot-car

Last synced: 03 Mar 2026

https://github.com/parthapray/papers

Last synced: 03 Mar 2026

https://github.com/parthapray/latexreportformat

This repo contains Latex Report Format template for Masters of Computer Applications of Sikkim University, India curated by Partha Pratim Ray

Last synced: 04 Mar 2026

https://github.com/parthapray/mca-latex-project-and-synopsistemplate

Sikkim University MCA project and Synopsis LaTex template.

Last synced: 04 Mar 2026

https://github.com/parthapray/pervasive-biomedical-informatics-pbi-

This repo contains the article authors by Partha Partim Ray and Poulami Majumder who together coined a novel term"Pervasive Biomedical Informatics (PBI)" first time in the world.

Last synced: 04 Mar 2026

https://github.com/parthapray/physics-informed-neural-networks

This repo contains resources for Physics Informed Neural Networks

Last synced: 04 Mar 2026