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MalikZeeshan1122/README.md

Muhammad Zeeshan

Full Stack AI Engineer  ·  Founder @ ZorceX  ·  AI Automation & Agent Systems

From datasets to inference to user-facing product — AI agents, RAG pipelines & full-stack products for founders, startups & global clients.

LinkedIn GitHub X Medium Substack Email Resume


About

I'm a Full Stack AI Engineer and founder of ZorceX, focused on taking machine-learning systems all the way to production — RAG pipelines, LLM agents, AI automation, and full-stack delivery. I've shipped work as an AI Engineer on Upwork and as an AI Agent & Automation Specialist on Fiverr, serving international clients, founders, and startups across NLP, workflow automation, and production AI APIs.

  • 🎓 Pursuing a BS in Artificial Intelligence at The Islamia University of Bahawalpur
  • 🧑‍🏫 Senior Executive Member of the AI Club — leading workshops and mentoring students
  • 🏆 Competed in 10+ hackathons, including MIT Global AI Hackathons
  • 📚 Trained through NAVTTC (1,600+ hrs) and the Pak AI Vision Group (CAI) program
  • 🚀 Founded ZorceX to share practical AI knowledge and connect builders worldwide
  • 📍 Based in Bahawalpur, Pakistan — working with clients globally

What I Do

Area Focus
🤖 AI Agents & LLMs Tool-using agents, multi-agent orchestration, memory & reasoning patterns
📚 RAG & Knowledge Systems Hybrid retrieval, re-ranking, grounded answers, eval pipelines (RAGAS)
⚙️ AI Automation n8n / Make.com / Zapier workflows, MCP servers, multi-step agents + APIs
🎙️ Voice AI Real-time voice agents, streaming ASR/TTS, latency & turn-taking tuning
🌐 Full-Stack AI Products Next.js + FastAPI apps, auth, payments, investor-ready MVPs
☁️ MLOps & Production vLLM serving, observability (Langfuse), cost & latency optimization

AI & Machine Learning Expertise

A full-spectrum ML practitioner — from mathematical foundations and classical models to transformer internals, LLM engineering, and aligned, production-grade systems.

📐 Classical ML & Statistics

  • Regression, SVM, Random Forests, Gradient Boosting
  • PCA, K-Means & unsupervised learning
  • Feature engineering & selection
  • Bias–variance, regularization, cross-validation
  • Probabilistic modeling & Bayesian inference

🧠 Deep Learning

  • CNNs, RNNs / LSTMs, Autoencoders, GANs
  • Transformers & attention mechanisms
  • Optimization (Adam, schedulers, mixed precision)
  • Transfer learning & representation learning
  • Computer vision & multimodal models

🔬 LLM & NLP Engineering

  • Tokenization, embeddings & context engineering
  • Transformer architectures from scratch
  • Retrieval-Augmented Generation (advanced RAG)
  • Structured outputs, function calling, tool use
  • Prompt engineering & reasoning (ReAct, CoT, ToT)

🎯 Fine-Tuning & Alignment

  • LoRA / QLoRA / PEFT & full fine-tuning
  • SFT, RLHF, DPO alignment pipelines
  • Quantization (GPTQ, AWQ, GGUF, FP8/INT8)
  • Distillation & inference optimization
  • Unsloth, Axolotl, Kohya_ss training stacks

📊 Evaluation, Observability & Guardrails

RAGAS · DeepEval · Braintrust · Weights & Biases · MLflow · Langfuse · Phoenix / Arize · Guardrails AI · Llama Guard

🏗️ Production ML System Architecture

flowchart LR
    A["📥 Data Sources<br/>docs · APIs · streams"] --> B["🧹 Ingestion &<br/>Preprocessing"]
    B --> C["🔢 Embeddings &<br/>Feature Store"]
    C --> D[("🗄️ Vector DB<br/>pgvector · Pinecone")]

    Q["🧑‍💻 User Query"] --> R["🔁 Hybrid Retrieval<br/>+ Re-ranking"]
    D --> R
    R --> O["🧠 LLM Orchestrator<br/>agents · tools · memory"]
    O --> G["🛡️ Guardrails &<br/>Eval Hooks"]
    G --> RESP["📤 Grounded Response"]

    O -.-> M["📈 Observability<br/>Langfuse · traces · cost"]
    G -.-> M
    M -.-> FB["🔄 Feedback &<br/>Continuous Eval"]
    FB -.-> B

    style O fill:#6366f1,color:#fff
    style D fill:#06b6d4,color:#fff
    style G fill:#ef4444,color:#fff
    style M fill:#8b5cf6,color:#fff
Loading

Tech Stack

AI / LLM
OpenAI Anthropic Gemini LangChain LangGraph CrewAI HuggingFace MCP

Machine Learning & Deep Learning
PyTorch TensorFlow Keras scikit-learn Transformers NumPy Pandas OpenCV

Languages & Backend
Python TypeScript FastAPI Node.js

Frontend
React Next.js Tailwind CSS

Data & Vector Stores
PostgreSQL Supabase pgvector Pinecone Redis

Automation & Voice
n8n Make Airtable ElevenLabs Whisper

Infra & MLOps
Docker AWS vLLM Langfuse Weights & Biases MLflow Vercel Cursor


Featured Projects

Project Description Stack
AI Credit Risk Advisor Retrieval-augmented system for intelligent credit-risk insights Python · LLMs · RAG · Vector DB
Image Model Fine-Tuning Pipeline Automated SDXL / Flux.1 text-to-image fine-tuning toolchain Python · Kohya_ss · Stable Diffusion
Autonomous Research Agents Agents that plan, search, synthesize & return cited summaries LangGraph · LangChain · RAG
MCP Servers & Tool Ecosystems Internal APIs & actions exposed as composable agent tools TypeScript · MCP · FastAPI
RAG for Large Codebases/Docs Smart chunking, hybrid search & context packing at scale Python · RAG · Vector DBs

➡️ See more on my portfolio.


GitHub Stats

GitHub Stats Top Languages

GitHub Streak


Writing

I write about AI system design, RAG, agents, and shipping production LLM applications on Medium and Substack.


Let's Connect

I'm open to freelance work, startup builds, research collaboration, and scholarship recommendations.

LinkedIn Email X

Pinned Loading

  1. code-companion-dashboard code-companion-dashboard Public

    Codex Ops is a dashboard for orchestrating, monitoring, and reviewing AI coding-agent runs across GitHub repositories. It models the full operator workflow of a multi-agent (LangGraph-style) pipeli…

    TypeScript

  2. ai-engineering-zeeshan ai-engineering-zeeshan Public

    Forked from rohitg00/ai-engineering-from-scratch

    Learn it. Build it. Ship it for others.

    Python

  3. Financial-Dashboard-Powered-by-World-Bank-API Financial-Dashboard-Powered-by-World-Bank-API Public

    financial dashboard using World Bank API data. Dashboard will cover key economic indicators like GDP, imports, exports, demographics, and more for multiple countries. Key Components: GDP Tracking …

    Python

  4. SYNAPTIC SYNAPTIC Public

    SYNAPTIC is an enterprise-grade AI platform that delivers predictive analytics, autonomous optimization, and revenue intelligence for global supply chains. Trusted by 500+ Fortune 500 companies to …

    TypeScript

  5. Carbon-Aware-AI Carbon-Aware-AI Public

    Carbon-Aware AI is a combined dashboard and decision-support framework designed to make the energy and carbon impacts of AI systems visible, measurable, and actionable.

    Python 1

  6. mcp-core-engine mcp-core-engine Public

    A production-style MCP (Model Context Protocol) server packaged as a full-stack web app. It pairs a portfolio/landing page with a live, bearer-authenticated MCP endpoint that exposes six typed util…

    TypeScript