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saadsalmanakram/README.md

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Connect with me

Linkedin Github Kaggle Medium Hugging Face Weights & Biases


STACK Projects

Project Name Link Stack Used Database Used
Social Media Agent Using HuggingFace smolagents Link smolagents, Next.js(React) Weaviate
Nutritionist Specialist using Llama 3 Link Next.js(React), Llama3 Weaviate
Medical Prescriptionist using Llama 3 Link MEVN Stack MongoDB
Detecting Most Accurate Calendar Link Fastapi Stack, Next.js(React) Cassandra
Neural Network Marketplaces on Solana Link Anchor Framework, Next.js(React) Weaviate
Decentralized Deepfake Detection Network on Solana Link Anchor Framework, Next.js(React) Weaviate
Quantum Resistant Secure Messaging Platform on Solana Link Anchor Framework, Next.js(React) Weaviate
Genomic Data Exchange on Solana Link Anchor Framework, Next.js(React), Solana Weaviate
Typing improvement system using DL Link MERN Stack, Next.js(React) MongoDB
Species Toxonomy Breakdown Link Laravel Stack, Next.js(React), JS Web Libraries MySQL
Analyzing all Pandemics Link Django Stack, Next.js(React), Statistics PostgreSQL
OS live analytics using Kivy Link Kivy SQLite
Recognizing-humans-based-on-posture Link Laravel Stack, Next.js(React), Vision Transformers MySQL
Predictive Maintenance of Industrial Assets Link Shiny(R), Statistics SQLite
Movie Emotion Analyzer using Vision Transformers Link MEVN Stack, Vision Transformers MongoDB
Ethnicity teller based on features Link MEAN Stack, CNN MongoDB
Diverse Crops Analytics Link Ruby on Rails, Next.js(React), Kafka PostgreSQL
Analyzing Drugs based on Types Link Ruby on Rails, Next.js(React), Kafka PostgreSQL
Unified Cancer Detection System Link MERN Stack, Next.js(React), CNN MongoDB
Vehicle shape Modification system Link MERN Stack, Next.js(React), GenAI MongoDB
Animal Detection Based on their Postures Link MERN Stack, Next.js(React), Yolo MongoDB

RAG Projects

Project Name Link Tools Used
Personalized Learning Companion: A RAG system that retrieves and generates personalized learning materials (articles, exercises, summaries) based on a student's learning progress. The system adapts by pulling data from online educational resources (e.g., textbooks, research papers, video tutorials). Link Weaviate
Legal Case Summarizer and Precedent Finder: A RAG model that assists legal professionals by retrieving similar past cases, laws, and rulings, and then generating concise legal summaries or potential arguments based on the context of a new case. Link Qdrant
Medical Literature Assistant for Rare Diseases: A system that retrieves relevant research papers, case studies, and treatment options for rare diseases, generating tailored medical summaries for healthcare providers or patients. Link Milvius
Corporate Knowledge Assistant: A RAG solution for large corporations to retrieve documents from internal wikis, emails, and reports, generating coherent answers to employee queries about company policies, historical decisions, and ongoing projects. Link ChromaDB
Interactive Fiction Writer: An interactive fiction platform that retrieves data from a vast array of stories, characters, and settings, dynamically generating custom storylines based on user input, preferences, and chosen paths. Link Supabase
E-Commerce Virtual Stylist: A RAG model that retrieves fashion trends, outfit ideas, and product reviews from e-commerce platforms and fashion blogs, generating personalized styling suggestions and links to relevant products. Link Weaviate
Scientific Paper Reviewer: A tool that helps researchers by retrieving related works, citations, and statistical data, then generating constructive feedback on new research papers, pointing out strengths, potential improvements, and missing references. Link Weaviate
Content Repurposing Tool for Marketers: A system that retrieves existing content (blogs, social media posts, podcasts) and generates new formats such as articles, infographics, or email campaigns, enabling efficient content repurposing across different channels. Link Weaviate
Travel Itinerary Generator: A travel assistant that retrieves information about destinations, local events, weather, and user preferences to generate personalized travel itineraries with accommodations, attractions, and local tips. Link Weaviate
Financial Portfolio Analyst: A financial RAG tool that retrieves historical market data, news articles, and financial reports, generating custom portfolio analysis and investment recommendations based on the user’s risk profile and goals. Link Weaviate
Code Documentation and Refactoring Assistant: A system for software engineers that retrieves code snippets, documentation, and best practices from repositories and forums, generating detailed code explanations, refactoring suggestions, and documentation for legacy code. Link Weaviate
Personalized Podcast Generator: A RAG tool that retrieves topics from various news sources, blog posts, and user preferences, generating a personalized podcast script or audio episodes tailored to individual interests. Link Weaviate
HR Candidate Screening Assistant: An AI tool for HR departments that retrieves resumes, cover letters, and job descriptions, generating a ranked list of potential candidates along with brief summaries of how well each matches the job requirements. Link Weaviate
Sustainability Report Generator: A RAG model that retrieves environmental data, corporate ESG reports, and sustainability goals, generating customized sustainability reports for companies that highlight current initiatives, areas of improvement, and benchmarks. Link Weaviate
Automated Research Proposal Generator: A system that retrieves existing research papers, funding opportunities, and institutional guidelines, generating tailored research proposals for scientists, including literature reviews, methodologies, and budget estimates. Link Weaviate

Prompt Engineering Projects

Project Name Link Tools Used
AutoPrompt: Adaptive Multimodal Prompt Generator: Automatically generate optimized prompts for models that handle different data types (text, images, audio) to analyze them together (e.g., image-text pairing for news or product descriptions). Link LangChain, Hugging Face Transformers, OpenAI Api
FeedbackLoop: Self-Improving Prompt Framework: Implement self-improvement prompts, where models critique and improve their outputs over iterations. Ideal for code generation, content refinement, or task-specific optimization. Link LangChain, Llama 3, Weights & Biases
PersonaGPT: Personalized Conversational Agent Prompts: Create dynamic, personalized prompts that adapt conversations based on user preferences and personality, enabling more personalized and meaningful chatbot interactions. Link LangChain, LlamaIndex, GPT-4 API
ConvoChain: Context-Aware Conversational Agent: Build a conversational agent where prompts evolve dynamically based on conversation history, making long-term contextual conversations more efficient and human-like. Link LangChain, OpenAI API, Weaviate
FairPrompt: Bias Detection and Mitigation Prompts: Create a system that detects bias in model outputs and dynamically adjusts prompts to mitigate biased responses in real-time. Link Hugging Face Transformers, LangChain, LlamaIndex, AI Fairness 360 (AIF360)
LongFormAI: Collaborative Writing with Structured Prompts: Enable co-creation of long-form content (e.g., articles, reports, or books) by guiding LLMs through structured, iterative prompts to maintain consistency, tone, and coherence. Link LangChain, LlamaIndex, GPT-4 Api, Notion AI
FewShotX: Automated Few-Shot Prompt Generator: Automate the process of generating optimal few-shot learning prompts for specific NLP tasks like summarization or classification, reducing human effort. Link LangChain, Llama 3, Cohere AI
MedPrompt: Domain-Specific Prompts for Medical NLP: Develop domain-specific prompts for healthcare applications, where medical language precision is critical (e.g., generating accurate radiology or clinical reports). Link LangChain, Hugging Face Transformers, ChromaDB
ExplainAI: Explainable AI via Prompt Interventions: Design prompts that help LLMs generate explainable outputs, making AI decisions more transparent and understandable for end-users (e.g., explaining a financial risk or a medical diagnosis). Link LangChain, LlamaIndex, GPT-4, SHAP (SHapley Additive exPlanations)
CausalityGPT: Causal Reasoning with Structured Prompts: Create a prompt system that helps LLMs perform causal reasoning, analyzing cause-effect relationships in data and explaining the outcomes in simple, actionable language. Link LangChain, Llama3, DoWhy
NLP-Enhanced Search Engine: Build a search engine that uses prompt engineering to enhance query understanding and generate contextually relevant results, including natural language explanations. Link LangChain, ElasticSearch, Cohere, Haystack
Smart Email Assistant: Develop an AI email assistant that understands and generates responses based on context and previous interactions, utilizing prompt engineering for personalized communication. Link LangChain, OpenAI API, Zapier, Weaviate
Interactive Storytelling with Dynamic Prompts: Create an interactive storytelling platform where users can influence the narrative flow through prompts, with the AI dynamically adjusting the story based on user choices. Link LangChain, OpenAI API, React, WebSockets
Code Review Assistant: Develop an AI tool that reviews code submissions and generates feedback using prompts to enhance code quality, suggest improvements, and ensure best practices. Link LangChain, OpenAI Codex, Github Actions, Docker
Automated Research Paper Generator: Create a system that helps researchers generate drafts of research papers by providing prompts based on specified topics and desired structures. Link LangChain, GPT-4 API, LaTeX, zotero

CV Projects

Project Name Link CV Tools Used
Unified Sign Language Detection System: A single model trained to recognize all different genre's, dialect and globally recognized sign languages Link CNN, YOLO
Cultural Gesture Translator: Model that recognizes and translates gestures from various cultures into their meanings. This could be used in intercultural communication, helping people understand the significance of specific gestures in different cultures. Link CNN, YOLO
Dynamic Art Critique: A system that analyzes artwork in real time and provides feedback or critique based on established art theories. The model could evaluate color usage, composition, and style, helping artists improve their skills. Link CNN, YOLO
Emotional Storyboarding: A tool that generates storyboards for films or animations by analyzing scripts or narratives. The model would recognize key emotional cues and suggest visual scenes based on facial expressions, colors, and settings. Link CNN, YOLO
Customized Pet Identification: A model that identifies individual pets based on their unique physical traits (e.g., fur patterns, ear shape). This could assist in pet recovery efforts or help animal shelters track animals more effectively. Link CNN, YOLO
Interactive Memory Lane: An augmented reality (AR) application that overlays historical images or videos onto current locations when viewed through a smartphone camera, allowing users to experience historical events in their original context. Link CNN, YOLO
Multimodal Learning Assistant: A system that recognizes physical objects and integrates their information with online resources (like Wikipedia or instructional videos). For example, pointing a camera at a tool could display its uses and related tutorials. Link CNN, YOLO
Virtual Fashion Consultant: An application that uses CV to analyze a user's wardrobe through images and suggests new outfits based on current fashion trends, body types, and individual style preferences. Link CNN, YOLO
AI-Based Scavenger Hunt: A game where participants use their smartphones to find and scan objects in the real world, with the AI providing clues based on the identified objects. This could involve learning about the history or significance of each item found. Link CNN, YOLO
Personalized Nature Guide: An app that recognizes flora and fauna through the camera and provides personalized recommendations for nearby nature trails, parks, or outdoor activities based on user preferences and the identified species. Link CNN, YOLO
Interactive Storytelling for Children: A CV-powered storytelling app where children can interact with characters or objects on the screen, which respond to their actions and create a personalized narrative experience. Link CNN, YOLO
Virtual Time Capsule: A CV system that allows users to capture current moments (images, videos) and add them to a virtual time capsule. The system could use facial recognition to identify people and tag memories for future viewing. Link CNN, YOLO
Custom Recipe Generator: A model that analyzes the ingredients in a user’s kitchen (through images) and generates unique recipes based on those items, encouraging creativity and reducing food waste. Link CNN, YOLO
Wildlife Migration Tracker: A CV system that analyzes satellite or drone footage to track animal migration patterns over time, providing insights into environmental changes and conservation efforts. Link CNN, YOLO
Virtual Body Language Coach: An application that analyzes a user’s body language in real time during video calls, providing feedback on posture, gestures, and expressions to improve communication skills. Link CNN, YOLO
Augmented Reality Cooking Tutor: An AR application that recognizes ingredients and kitchen tools, providing step-by-step cooking instructions and real-time feedback as users cook, enhancing their culinary skills. Link CNN, YOLO
Mood-Based Playlist Creator: A CV application that analyzes a user’s facial expressions and surroundings through the camera to generate a music playlist that matches their current mood and environment. Link CNN, YOLO
Personalized Fashion Archive: A model that scans a user's wardrobe and creates a digital archive of their clothing items, suggesting new combinations and tracking how often each piece is worn. Link CNN, YOLO
Dynamic Learning Environment for Children: An interactive educational app that uses CV to recognize physical objects in a child’s environment and provides relevant educational content or quizzes based on those objects. Link CNN, YOLO
Fitness Form Analyzer: A system that uses CV to analyze users’ exercise forms in real time, providing personalized feedback and corrections to improve technique and prevent injuries. Link CNN, YOLO
Cognitive Behavioral Therapy Companion: An app that recognizes emotional cues during user interactions (like stress or anxiety) and provides immediate coping strategies, activities, or reminders to practice mindfulness. Link CNN, YOLO
AI-Driven Public Speaking Coach: A tool that analyzes users during practice speeches, providing feedback on body language, eye contact, and speech pacing, helping improve their public speaking skills. Link CNN, YOLO
Social Interaction Enhancer for Neurodivergent Individuals: A system that provides real-time feedback on social interactions by analyzing body language and facial expressions, helping individuals navigate social situations more comfortably. Link CNN, YOLO
Travel Companion AR: An augmented reality application that recognizes landmarks and historical sites through a smartphone camera, providing interactive historical facts, anecdotes, and cultural insights. Link CNN, YOLO
Virtual Gardening Assistant: An application that uses CV to recognize plants in users’ gardens, offering care tips, watering schedules, and pest control advice based on the identified species. Link CNN, YOLO
Customized Comic Strip Generator: A CV-based application that transforms user-uploaded images into comic strips, using facial expressions and body language to generate dialogues and scenarios. Link CNN, YOLO
AI-Powered Home Inventory Manager: A system that recognizes and catalogues household items through images, providing reminders for expiry dates, suggesting grocery lists, or tracking item usage. Link CNN, YOLO
Virtual Reality History Explorer: A VR application that uses CV to recognize historical artifacts or locations and provides immersive narratives or guided tours about their significance. Link CNN, YOLO
Emergency Response Assistant: A CV model that can identify emergency situations (like fires or accidents) through surveillance footage and provide real-time alerts to emergency responders. Link CNN, YOLO
Intelligent Workout Buddy: An AI-powered workout companion that uses CV to analyze your form during exercises, offering real-time tips and motivation while keeping track of your fitness progress. Link CNN, YOLO
Interactive Wildlife Documentary Creator: A system that uses CV to analyze video footage from nature and generates a documentary by identifying animals, their behaviors, and providing contextual narration based on real-time data. Link CNN, YOLO
Cultural Heritage Preservation Tool: A CV application that analyzes images of cultural artifacts or monuments to assess their condition and suggest preservation methods, aiding in cultural heritage conservation. Link CNN, YOLO
Historical Figure Recognition in Media: A CV tool that recognizes historical figures in films, documentaries, or news segments, providing contextual information and trivia in real time. Link CNN, YOLO

Pinned Loading

  1. Understanding-Language-Models Understanding-Language-Models Public

    Understanding Language Models in detail. The different architectures and all core concepts.

    Jupyter Notebook 18 2

  2. Stacks Stacks Public

    Understanding how different stacks work. How the different components of the backend, frontend and how different runtime works...

    Python 26 2