Sameer Ali
Python AI Engineer
Designing production-ready machine learning pipelines, fine-tuning parameter-efficient Vision-Language Models (4-bit QLoRA), and engineering asynchronous Python & FastAPI backends for real-world deployment.
Engineered AI & Software Systems
End-to-end architectures covering 4-bit Vision-Language Models, multimodal video & speech signal processing, autonomous agent search, explainable credit scoring, and clinical diagnostics.
Aegis-SWE: Autonomous Software Engineering Agent
Agentic MCTS Search, Tree-sitter Code RAG & Closed-Loop Docker Verification
An autonomous software engineering agent powered by Claude 3.5 Sonnet, GPT-4o, and Llama 3.3 engineered to resolve complex GitHub repository issues through guided search, AST code retrieval, and verified test execution.
Multimodal Video AI Pipeline
Speech Transcription, Semantic Topic Segmentation & Keyframe Extraction
High-performance asynchronous Python pipeline that transforms long-form unstructured video into structured, searchable chaptered formats with synchronized visual keyframes.
Deep Learning Classification & Medical AI
Multi-Label Chest X-ray Classification & U-Net L*a*b* Image Colorization
Applied deep learning project training CNN classifiers on the NIH Chest X-ray14 dataset, alongside U-Net generative architectures for photo-realistic image colorization in L*a*b* color space.
WebSense-AI Voice Control
Conversational Browser Extension with Intent Recognition & Low-Latency API
An intelligent voice-controlled web interaction platform utilizing NLP intent recognition and confidence scoring to navigate and execute browser actions through speech.
NexusStore — Modern E-Commerce & GenAI Concierge
Live Multi-Currency Sync (USD/PKR/EUR/GBP) & Groq LLM Shopping Assistant
Full-featured modern e-commerce web platform featuring real-time multi-currency & country synchronization and an intelligent Generative AI Shopping Concierge powered by Groq LLMs (120B/27B) with dynamic product card rendering.
DocVLM: 4-Bit Fine-Tuned Vision-Language Model
QLoRA Parameter-Efficient Fine-Tuning on Qwen2-VL-2B for Structured Document Extraction
End-to-end multimodal deep learning pipeline that fine-tunes Qwen2-VL-2B via QLoRA (4-bit NF4) for zero-hallucination structured JSON extraction from complex invoices, tabular receipts, and forms.
Hematological Disease Diagnostic System (Anemia & Leukemia)
Dual-Disease Clinical Diagnostic Classifier using XGBoost & LightGBM with 100% Recall
Dual-disease clinical diagnostic pipeline utilizing Gradient Boosting Machines (XGBoost & LightGBM) to detect Anemia and Leukemia from routine Complete Blood Count (CBC) markers and Bone Marrow Blast percentages with zero false negatives.
AI Image Enhancement & Colorization Studio
OpenCV DNN Colorization (CIE LAB) & MIRNet-Inspired Low-Light Enhancement
Dual-pipeline visual restoration web application combining OpenCV DNN (Zhang et al. ECCV 2016 Caffe) for photo-realistic CIE LAB grayscale colorization and MIRNet-inspired low-light contrast & gamma enhancement with a unified Flask inference server.
FinTech Credit Scoring & Underwriting Microservice
LightGBM Risk Engine, FICO PDO Scaling & TreeSHAP Adverse Action Explainability
Production-grade financial credit risk scoring and automated underwriting microservice trained on 30,000 credit records with regulatory SHAP explainability and interactive FICO risk tiering.
Vox Aureus: Speech Emotion Recognition System
Librosa 98-Dim Acoustic Signal Transforms & PyTorch 1D-CNN Microservice
Real-time multimodal speech emotion recognition (SER) system extracting 98-dimensional acoustic features with a PyTorch 1D-CNN and live in-memory audio streaming.
Live AI Pipeline & Model Sandbox
Simulate how Sameer executes multimodal video processing pipelines, evaluates medical deep learning classifiers, and extracts NLP intent entities.
[DOC-VLM] Loading 4-bit Quantized Vision-Language Model...
[VRAM FOOTPRINT] Base Weights: 1.42 GB | QLoRA Adapters: 0.40 GB | Total VRAM: 1.82 GB (78% VRAM Reduction)
[INFERENCE] Visual Encoder (ViT-H/14) processing document image at 1080p...
[DECODER] Cross-attention projection generating structured JSON tokens:
{
"document_type": "Commercial Tax Invoice",
"invoice_number": "INV-2026-0884",
"vendor": "ACME Supplies & Logistics Ltd",
"date": "2026-10-24",
"line_items": [
{ "desc": "Cloud Compute Cluster H100 (x4)", "amount": 4200.00 },
{ "desc": "Neural Pipeline Storage (10TB)", "amount": 675.00 }
],
"total_due": 4875.00,
"currency": "USD",
"model_confidence": 0.997,
"schema_validation": "PASSED (100%)"
}
[PERFORMANCE] Inference Latency: 34.2ms | Tokens/sec: 48.5 tpsEngineering & AI Capabilities
Specialized toolkit spanning LLM evaluation benchmarks, deep neural network training, asynchronous Python architectures, and production computer vision.
Agentic AI & LLM Systems
5 core competenciesMCTS search, UCT hypothesis trees, automated backtracking
Tree-sitter AST syntax parsing, symbol dependency mapping
Planner-Generator-Critic roles, JSON diff generation
Closed-loop verification, reproduction test execution
Claude 3.5 Sonnet, GPT-4o, Llama 3.3, Groq API
AI, Deep Learning & Vision
5 core competenciesCNNs, MobileNetV2, ResNet50, EfficientNet, U-Net
OpenCV, keyframe extraction, L*a*b* color spaces
faster-whisper, audio segmentation, transcription
spaCy token pipelines, entity extraction, confidence scoring
Google Prompting Essentials, Chain-of-Thought, System Prompts
Backend, APIs & Cloud Systems
5 core competenciesHigh-performance async REST APIs, Pydantic data validation
Lightweight microservices & AI inference endpoints
Containerization of ML pipelines & reproducible environments
asyncio, multithreading, concurrent queues, background workers
Low-latency bidirectional AI communication
Programming & Software Engineering
5 core competenciesProduction pipelines, async, OOP, typing, NumPy
Modern React, Node.js, Next.js
pytest, test-driven validation, CI/CD
Profiling, memory optimization, modular design
Branching strategies, collaborative workflows
Frameworks, Libraries & Tools
5 core competenciesCNN classifiers, U-Net models, transfer learning
Keyframe extraction, frame diffing, image processing
Custom entity extraction, rule-based matching
Accelerated speech-to-text inference
Rapid AI demo prototyping and dashboarding
Certifications & Industry Specializations
Verified coursework from Google, DeepLearning.AI, IBM, and top global institutions.
Google Prompting Essentials
Python 3 Programming Specialization
Google AI Essentials
DeepLearning.AI Machine Learning
IBM AI Engineering
Professional Experience & Internships
Engineering production-grade AI microservices, explainable credit models, and high-availability Generative AI systems.
Machine Learning Engineering Intern
• CodeAlpha Executive LOR AwardedAI/ML Backend Developer Intern
• DevelopersHubEducation & Core Foundations
Rigorous training in computer science, algorithmic design, and artificial intelligence at Sukkur IBA University.
Bachelor of Science in Computer Science
Sukkur IBA University
Rigorous core curriculum spanning Algorithms, Artificial Intelligence, Deep Learning, Operating Systems, Computer Vision, Distributed Computing, and Database Systems.
Get In Touch
Interested in discussing AI engineering roles, LLM evaluation pipelines, or multimodal systems? I'm open to remote full-time opportunities and impactful collaborations.
Open to Remote, Hybrid, and On-site opportunities (Flexible worldwide overlap & relocation).
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