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SheheryarRamzan/README.md

🧠 About Me

class AIEngineer:
    def __init__(self):
        self.name        = "Sheheryar Ramzan"
        self.role        = "Full Stack AI Engineer"
        self.education   = "BS Computer Science @ FAST-NUCES (GPA: 3.49/4.0)"
        self.location    = "Pakistan πŸ‡΅πŸ‡°"
        self.email       = "sheheryarramzan01@gmail.com"

        self.experience  = {
            "AlphatechLogics"  : "AI Engineer + Automation Engineer (Mar 2025 – Present)",
            "Software Motion"  : "Perception AI Engineer (Jul 2024 – Present)",
            "CoE-AI"           : "Machine Learning Intern (Jul 2023 – Aug 2023)",
            "FAST-NUCES"       : "Teaching Assistant – Numerical Computing (Jan–Jun 2024)",
        }

        self.expertise   = [
            "Computer Vision", "Deep Learning", "LLMs", "RAG",
            "ONNX Deployment", "Generative AI", "3D Reconstruction"
        ]

        self.awards      = [
            "πŸ† Dean's List β€” 5 Semesters",
            "πŸ₯‰ Bronze Medal β€” 3rd Position in Batch (Semester 7)"
        ]

    def say_hi(self):
        print("Let's build intelligent systems that push the boundaries πŸš€")

me = AIEngineer()
me.say_hi()

πŸ’Ό Work Experience

🏒 Company πŸ’‘ Role πŸ“… Duration πŸ“ Location
AlphatechLogics AI Engineer + Automation Engineer Mar 2025 – Present Lahore Β· Remote
Software Motion (Suzhou) Perception AI Engineer Jul 2024 – Present China Β· Remote
CoE – Artificial Intelligence Machine Learning Intern Jul 2023 – Aug 2023 Islamabad, PK
FAST-NUCES Teaching Assistant – Numerical Computing Jan 2024 – Jun 2024 Islamabad, PK

πŸ”¬ Key Achievements

πŸ”Ή AlphatechLogics
   β”œβ”€ Built real-time DensePose + YOLO logo transfer pipeline β†’ 50% jitter reduction
   β”œβ”€ Voice-to-SQL pipeline (Mandarin + English) with 95% query accuracy
   └─ Retail analytics POC: age, gender & dwell-time estimation β†’ 93% detection precision

πŸ”Ή Software Motion (Suzhou)
   β”œβ”€ Team Lead for ONNX deployment β€” model export, PyTorch–ONNX alignment & validation
   β”œβ”€ Converted two-stage to single-stage ONNX model β†’ 24ms inference time reduction
   └─ MMDetection3D & BEVFusion model training β†’ 3% mAP gain

πŸ”Ή FAST-NUCES (Teaching Assistant)
   └─ Graded assignments for 100+ students, mentored Python & interpolation techniques

πŸš€ Featured Projects

🏏 ShotPerfect β€” Final Year Project

Cricket Shot Analysis & Automated Coaching Platform

Next.js Flask PyTorch YOLO TensorFlow

  • Full-stack web app using Next.js + Flask for real-time cricket shot analysis
  • Implemented CNN-GRU and Random Forest for multi-class shot classification
  • Trained custom YOLO model for bat & ball detection β€” outperforming base YOLOv8
  • Extracted joint angles via YOLOv8 Pose and compared against coaching thresholds
  • Fine-tuned & quantized Gemma-2B-IT LLM to generate personalized player feedback

🧍 Real-Time 3D Texture Transfer for Multi-Person Scenes

Logo overlay on moving people in real-time video

Python DensePose SMPL YOLOv11

  • Object detection + tracking pipeline using YOLOv11 + DensePose
  • Extended DensePose for video with body-part segmentation & custom texture atlas generation
  • Deployed CameraHMR + SMPL for 3D mesh reconstruction
  • Z-buffer occlusion rendering on 6000+ vertex meshes with vectorized barycentric interpolation
  • 40% temporal jitter reduction via chroma-key RGBA post-processing pipeline

🩻 Automated Chest X-ray Disease Classification & Segmentation

Medical AI with Grad-CAM explainability

PyTorch OpenCV Streamlit

  • Designed U-Net model for multi-class chest X-ray classification β†’ 94.08% accuracy
  • Pixel-level pathology segmentation β€” Dice coefficient 0.9818
  • Applied Grad-CAM visual explainability for clinical interpretation

πŸ›οΈ Virtual Try-On (VTON) System

Meta Sapiens PyTorch

  • Geometry-aware VTON using Meta Sapiens with normal-based deformation & lighting-aware blending
  • Temporally stable video VTON for smooth, flicker-free multi-person rendering

πŸ“‹ All Projects at a Glance

πŸ”½ Expand Full Project List
Project Tech Stack Key Result
Multilingual Voice-to-SQL Gemini 2.5 Flash, Whisper, Google TTS 95% SQL accuracy, 75% effort reduction
Hybrid RAG System LangFlow, Vector DBs, LLMs Graph + vector retrieval, fewer hallucinations
AI Invoice Processing n8n, Gemini Vision, MongoDB 19+ fields extracted automatically
E-commerce Image Automation n8n, Firecrawl, Supabase, LangChain 40% fewer API calls
3D AR Restaurant Menu Polycam, Needle Engine, WebXR No-app AR food visualization
Retail Analytics POC DeepFace, YOLO, Streamlit 93% precision, deployed in < 2 weeks
Baggage X-ray Detection YOLOv8, RetinaNet, Faster-RCNN 94.4% accuracy + research paper
Document OCR (House Maps) AWS Textract, OpenCV 92% accuracy, 60–70% manual effort saved
3D Avatar Reconstruction MultiPLY, PyTorch, SMPL Monocular video β†’ 3D avatars
Parkinson's Classification Scikit-learn, SVM, Random Forest ~90% accuracy on voice data
Credit Card Fraud Detection One-Class SVM, GAN, Isolation Forest PCA + anomaly detection
Vehicle Counting & Speed YOLOv8, TensorFlow Real-time traffic monitoring
Heart Disease Classification Random Forest, Scikit-learn 95% accuracy
Photo to Sketch Translation GANs, VAEs, PyTorch 94% accuracy + research paper
Incremental Face Recognition SVM, OpenCV, Keras 96.97% accuracy
Chess AI from Scratch Python Minimax + Alpha-Beta Pruning
Street Fighter II Neural Bot TensorFlow, Keras Key-logger trained neural network

πŸ› οΈ Tech Stack

πŸ€– AI / ML / Computer Vision

🦜 LLMs / GenAI / RAG

🌐 Frontend / Backend

☁️ Cloud / DevOps / Tools


πŸŽ“ Education & Certifications

πŸŽ“ Degree 🏫 Institution πŸ“… Year πŸ“Š GPA
BS Computer Science FAST-NUCES, Islamabad June 2024 3.49 / 4.00

πŸ“œ Certifications

  • 🧠 Generative AI with Large Language Models β€” DeepLearning.AI (2025)
  • 🦜 LangChain: Chat with Your Data β€” DeepLearning.AI (2025)
  • πŸ•ΈοΈ Neural Networks and Deep Learning β€” DeepLearning.AI (2023)
  • ☁️ AWS Academy Graduate β€” Microservices & CI/CD Pipeline Builder (2024)

πŸ† Awards & Honours

πŸ… Dean's List β€” Awarded for 5 consecutive semesters at FAST-NUCES

πŸ₯‰ Bronze Medal β€” 3rd position in entire batch, Semester 7


πŸ“Š GitHub Analytics


πŸ† GitHub Trophies

GitHub Trophies

🌐 Let's Connect



"The best way to predict the future is to build it." β€” Alan Kay


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