🚀Hi! I help startups go from demo → market-ready AI product - fast! I plug into your team and ship production ready features that customers love. 🏆 Top 1% (Expert-vetted) | 8+ years| 100% JSS | 35+ Delighted Clients | 18+ E2E Deployments 🎯 "𝘒𝘶𝘯𝘫𝘢𝘯 𝘪𝘴 𝘢𝘯 𝘢𝘣𝘴𝘰𝘭𝘶𝘵𝘦 𝘨𝘦𝘮! 𝘚𝘩𝘦 𝘸𝘦𝘯𝘵 𝘢𝘣𝘰𝘷𝘦 𝘢𝘯𝘥 𝘣𝘦𝘺𝘰𝘯𝘥. 𝘛𝘦𝘢𝘮𝘪𝘯𝘨 𝘶𝘱 𝘸𝘪𝘵𝘩 𝘩𝘦𝘳, 𝘸𝘦 𝘣𝘶𝘪𝘭𝘵 𝘳𝘰𝘣𝘶𝘴𝘵 𝘥𝘢𝘵𝘢 𝘱𝘪𝘱𝘦𝘭𝘪𝘯𝘦𝘴, 𝘰𝘱𝘵𝘪𝘮𝘪𝘻𝘦𝘥 𝘓𝘓𝘔𝘖𝘱𝘴, 𝘵𝘳𝘢𝘯𝘴𝘪𝘵𝘪𝘰𝘯𝘦𝘥 𝘧𝘳𝘰𝘮 𝘧𝘢𝘯𝘤𝘺 𝘥𝘦𝘮𝘰𝘴 𝘵𝘰 𝘢 𝘴𝘤𝘢𝘭𝘢𝘣𝘭𝘦 𝘈𝘐 𝘱𝘳𝘰𝘥𝘶𝘤𝘵 𝘵𝘩𝘢𝘵 1000𝘴 𝘰𝘧 𝘤𝘶𝘴𝘵𝘰𝘮𝘦𝘳𝘴 𝘭𝘰𝘷𝘦!" - CTO, Healthcare startup, SF (1 of many 5-star reviews) Over 7+ years on Upwork, I've helped startups and enterprises across sectors - Marketing, Healthcare, Law, Education, and Agribusiness - translate AI into measurable business ROI by building the right data and ML foundations. Whether collaborating with 1000+ employee companies or lean 2-person startups, I adapt to the team’s needs: reporting directly to CEOs or CTOs as an AI/Data Lead, or integrating as a hands-on contributor alongside in-house developers. I bring a “brain-for-hire” + hands-on mindset - tackling strategic and technical challenges with equal enthusiasm, always focused on delivering outcomes, not overhead. 👀 See 8+ Case Studies & Demos: totemxlabs dot com/#casestudies 🎯 Recent Success Stories (2024-2025) 1. Graph RAG for Marketing & Strategic decisions Implemented knowledge graph-powered RAG systems using Neo4j for marketing intelligence and SEO optimization - enabling sophisticated knowledge checks and relationship-based insights that traditional RAG cannot achieve. 2. Workplace Safety Vision System Deployed end-to-end computer vision solution for workplace health and safety compliance - real-time hazard detection, PPE verification, and automated incident reporting. 3. Healthcare Diagnostic Knowledge Graph Developed evidence-based diagnostic system using knowledge graphs for healthcare - producing auditable, traceable diagnostic reasoning paths that meet clinical documentation standards. 🧭 My Proven AI Product Process: Discovery: Identify high-ROI AI opportunities aligned with your goals. Data Assessment: Evaluate data availability, relevance, quality. Solution Design: Define user journeys, tech stacks, evaluation frameworks. Development: Optimized sprints for cost-effective, robust AI solutions (min. tech debt). Deployment: Scalable architectures, rigorous testing for production readiness. 💡 Technical Expertise: GenAI & LLMs: LLM Ops (Fine-tuning, Prompt Engineering, RAG, Agentic Workflow, Multi-agent systems, Memory Management), LangChain, LangGraph, LlamaIndex, LangServe; Vector Search (Pinecone, Weaviate, Chroma, FAISS). AI/ML & MLOps: Predictive Analytics, Recommender Systems, RLHF; Model Lifecycle, MLflow, Feature Stores; PyTorch, TensorFlow, Scikit-learn. Cloud & Infra (Multi-cloud): AWS (Lambda, ECS, ElastiCache, DynamoDB, API Gateway), Azure, GCP, Vertex AI, SageMaker; Docker, Kubernetes (EKS/GKE). Software & Data Eng: Python (expert), Fullstack; FastAPI, Flask, Django; REST, GraphQL, OpenAPI, AsyncIO; Batch/Stream (Airflow, Spark, Kafka), Pandas, Polars, dbt; ETL/ELT. DBs/Arch/DevOps: PostgreSQL, MySQL, DynamoDB, MongoDB, Vector DBs (Pinecone, Weaviate, ChromaDB), Neo4j; Microservices, GitHub Actions, Terraform, CI/CD pipelines. 🤝 Why Partner With Me? I help architect and develop E2E AI solutions merging tech excellence with business acumen. Let's transform the AI wave into your competitive edge. ✅DM me if you have an exciting problem to solve! —Updated January, 2026— Latest LLMs (2025-26): GPT-5.2 (OpenAI's flagship with 26% lower hallucination rate) Claude 4.5 Opus & Sonnet 4.5 (200K context, breakthrough coding performance) Gemini 3 Pro & Flash (Deep Think mode, multimodal excellence, 1M token context) DeepSeek V3.2 & R1 series (685B parameters, hybrid thinking/non-thinking modes) Qwen 3 series (open weight dense and mixture-of-experts (MoE) model for reasoning tasks) Agentic AI Frameworks: Langchain & LangGraph (stateful graph-based workflows, production-grade orchestration) OpenAI Agents SDK (lightweight with guardrails and handoffs) CrewAI (role-based multi-agent collaboration, human-in-the-loop) LlamaIndex Agents (RAG-first agent capabilities) AI workflow automation: n8n Knowledge Graphs & Graph RAG: Neo4j 2025 features: Community summaries, parallel retrievers, LLM Knowledge Graph Builder Neo4j Aura Graph Analytics Graph RAG architecture Cypher query optimization, graph embeddings for ML Agentic knowledge graph construction with provenance Computer Vision Applications: Workplace safety, Video generation Multimodal Vision Language Models (VLMs) Context engineering for high quality content generation

Hello! I’m an AI Developer dedicated to crafting intelligent systems that address real-world challenges. With hands-on experience across multiple AI domains, I specialize in building robust, scalable machine learning solutions—from visual perception and natural language understanding to autonomous decision-making agents. AI Agents & Autonomous Systems Design and deploy intelligent agents capable of interacting with complex environments, learning adaptive behaviors, and making real-time decisions. Machine Learning & Deep Learning Develop end-to-end ML/DL workflows using frameworks like PyTorch, TensorFlow, and scikit-learn—covering everything from data preprocessing to model training, tuning, and deployment. Computer Vision Extensive experience in image classification, object detection, optical character recognition (OCR), and video analysis using state-of-the-art tools like OpenCV, YOLO, PaddleOCR, and Tesseract. Natural Language Processing (NLP) Build NLP-driven applications including chatbots, sentiment analysis, and information extraction with libraries such as Hugging Face Transformers, spaCy, and NLTK. Intelligent Automation Enhance productivity by integrating AI models with automation tools like Selenium, LangChain, and RESTful APIs to streamline complex workflows.

I excel in Machine Learning (ML), Deep Learning (DL), Data Analysis, Large Language Models (LLM), Language Chain (LangChain), and Automation with 7+ years of experience. 🤖 Machine Learning & AI Development: Deep Learning & Neural Networks: Expertise in TensorFlow, PyTorch, and Keras for sophisticated model building. Natural Language Processing (NLP): Proficient in SpaCy, NLTK, and OpenAI models for advanced NLP applications. Computer Vision: Developing state-of-the-art image recognition systems with OpenCV. Large Language Models (LLMs): Skilled in GPT-4o, GPT-4, GPT-3.5, Claude, Llama 3, Llama 3.1, and Mistral, with LangChain for multi-agent systems. Scalable Vector Search: Utilizing Pinecone, Chroma, and FAISS for efficient vector search. Speech Recognition & Transcription: Implementing Whisper for fast and accurate speech-to-text solutions. 🌐 Web Scraping & Data Extraction: Advanced Web Scraping: Utilizing Selenium, Beautiful Soup, and Scrapy to extract valuable data, even from complex sites. Data Manipulation & Cleaning: Precision handling and analysis using pandas. Real-time Data Feeds: Automated data extraction for up-to-date market analysis and strategic insights. ⚙️ Automation Expertise: Automation Platforms: Extensive experience with Make, Zapier, and n8n for seamless workflow automation. API Integrations: Expertise in connecting APIs and streamlining data workflows to synchronize platforms and applications in real-time. Multi-step Automation: Building complex, logic-driven automation scenarios to reduce manual tasks and enhance efficiency. Custom Scripts: Writing Python-based scripts to automate tasks, process large datasets, and handle integration challenges. Voice AI Automation: Integrating VAPI-powered voice bots into automated workflows for appointment booking, customer feedback collection, and real-time audio interactions.

I help organizations replace AI guesswork with functional, glass-box solutions and rigorous scientific validation. As a PhD Scientist and Senior Research Manager, I specialize in building the transparent frameworks required for high-stakes, automated decision-making. Whether you are navigating complex datasets or developing an Explainable AI (XAI) strategy, I provide the academic rigour and technical oversight needed to transform messy data into clear, defensible, and trusted AI systems. Impact & Proof - Enterprise AI Workflows: Oversaw the development of a comprehensive AI Ethical Framework and R&D adoption path, driving the successful launch of 10+ operational and client-facing AI workflows. - Clinical ML Deployment: Built ML models for pediatric rehabilitation that integrated into clinical therapy programs across home and clinic settings. These applications have been deployed in 2 hospitals, serving 50+ patients and utilized by 10+ clinicians. - Data Science & Advanced Analytics: Delivered 60+ comprehensive Quality Assurance reports, specializing in extracting actionable insights from messy data and solving fuzzy, ill-defined business questions through rigorous scientific validation. - Academic Rigour: Authored over 60 peer-reviewed academic journal articles, conference papers, and presentations, grounding my freelance work in cutting-edge, verifiable AI and data science methodologies. Core Services Explainable AI (XAI) Strategy - The Problem: "Our AI makes decisions, but I can't explain why to my stakeholders or my users." - The Solution: I turn "black box" models into transparent systems with human-readable outputs, ensuring best-practice and stakeholder buy-in. Scientific Validation - The Problem: "We know our product has potential, but we lack the rigorous scientific proof to show how great it is." - The Solution: I design comprehensive, peer-reviewed validation frameworks across the entire scientific workflow—from hypothesis generation, experimental design, and data collection, to statistical modelling, evaluation, and reporting—to definitively prove your tool works safely and accurately in the real world. Algorithmic Auditing - The Problem: "We are ready to scale our AI to the next level, but need a defensible governance framework to prove to stakeholders that our models are fair and systematically sound." - The Solution: Implementing an end-to-end AI governance framework that spans technology evaluation, systems architecture, and ethical policy design, ensuring fair results across user populations and mitigating long-term risk. (Note: Due to an active non-compete agreement, I am unable to accept engagements related to Higher Education Selection Assessment and Analytics.) What Others Say (via LinkedIn) "Alex consistently brings a high level of technical expertise and client-focused insight... translating data into recommendations that resonate with their goals." — Katie A., MBA, Strategic Partnerships "His consistent and patient guidance have been instrumental in accelerating my knowledge in applying machine learning... Alex breaks down complex biomechanical and technical concepts through concrete examples." — Elisa D., MScAC, Machine Learning & Data Science Analysis & Tech Stack - Languages & AI Frameworks: Python (Pandas, Polars, SciPy, TensorFlow, PyTorch, LangChain, LangGraph, GraphRAG, spaCy, FastAPI, Streamlit, Plotly, Weights & Biases), R, MATLAB - Data & Cloud: SQL (PostgreSQL), Vertex AI, Gemini File Search, Docker, Firebase, Pinecone, Looker, Qlik, AWS - Methodologies: Bayesian & Classical Statistics, Mixed-Methods Studies, Psychometrics, Meta-analysis, Biomechanical Modelling, User-Centered Design Ready to deploy with confidence? If you want to prove your AI works well, send me a message. Let's set up a 15-minute consultation to map out your algorithmic auditing and validation strategy.

Most businesses don’t lose customers because their product is bad, they lose them because nobody answered the phone, a lead got a reply too late, or booking was a hassle. I build AI assistants and automations that quietly fix that. 𝐖𝐡𝐚𝐭 𝐈 𝐛𝐮𝐢𝐥𝐝: • AI patient & customer assistants — answer FAQs and book/reschedule appointments 24/7 (website, WhatsApp, voice), even after hours. • Business automation — appointment reminders & no-show reduction, lead response, inbox triage, and dashboards that run themselves. • Custom AI builds & fractional CTO — for founders turning an AI idea into a reliable product. 𝐌𝐨𝐬𝐭 𝐑𝐞𝐜𝐞𝐧𝐭 𝐰𝐨𝐫𝐤: • AI dental assistant — booking, rescheduling & OTP confirmations, all done in natural language. • Automated patient follow-up voice agent • CTO-level AI engines for an EdTech platform (Spain) and an AI conversion SaaS (Australia) Also available for: broader AI agents, GenAI chatbots, Python backends, and data/ML work. 𝐖𝐡𝐲 𝐦𝐞:I don’t just “connect an API”. I build dependable systems you can trust with real customers and real revenue. Clear communication, fast delivery, and plain English (no tech-dictionary required). If you’re losing time or customers to manual work, message me and I’ll point out exactly where — no pitch, just the gaps.

An AI/ML engineer with more than three years of experience and expertise in the field of Machine Learning, Deep Learning, NLP and Computer Vision. I am also a Kaggle Competitions Master and Notebook Expert. I have won 1 gold, 6 silver and 5 bronze medals in various competitions. I bring the best AI solutions out there to every problem of my client. Area of expertise: - Generative AI and RAG-based applications - Computer Vision - Image Classification - Object Detection - Facial Recognition - Action Detection - Emotion Detection - Image Segmentation - 3D Image Classification - Natural Language Processing - Sentiment analysis - Entity extraction from a text - Text classification - Text analysis, tokenization, lemmatization, POS tagging, dependency trees - Unsupervised clustering of text - Outliers detection - Topic Modeling - Text similarity - Time series analysis - Text Visualization Skills: - Machine Learning/Deep Learning libraries: scikit-learn, TensorFlow, NumPy, Pandas, Matplotlib, Seaborn, jupyter Notebook, Anaconda, Keras, PyTorch - Machine Learning algorithms: Linear Regression, Logistic Regression, Support Vector Machines (SVM), Naive Bayes, KNN, Decision Tree, Random Forest, Gradient Boosting, Principal Component Analysis (PCA), KMeans, Agglomerative Clustering - Deep Learning Algorithms: Simple NN, CNN, RNN, LSTM, Transformers, BERT, GPT-3, GPT-2 - NLP: NLTK, spaCy, Gensim, word2vec, GLoVe, doc2vec, HuggingFace Transformers - Programming languages: JavaScript, Python - Collaboration and work management tools: Jira, Confluence, Trello, Basecamp - Cloud Computing and Containers: Docker, Google Cloud, AWS - Database Technologies (relational and non-relational): Microsoft SQL Server, Oracle, PostgreSQL, MongoDB (NoSQL) Moreover, I have built many end-to-end applications in ML in my past projects. Some of these can be seen in my portfolio. I am hard-working and passionate about solving the client's hunger for AI solutions. I am a quick learner with a problem-solving attitude, always interested in making long-term professional relationships with my clients to ensure the successful completion of the task within a deadline. I am ready to work on a wide range of projects including Predictive Analytics and reinforcement Learning.

⭐ 100+ MVP & SaaS Developed | ✅ 10+ Years of Experience | 🤝 95% Retention Rate | 🗓️ Idea to MVP in 4 Weeks | AI Consultant & Strategist | Empowering SMBs to Scale 𝗚𝗿𝗲𝗲𝘁𝗶𝗻𝗴𝘀 & 𝗪𝗲𝗹𝗰𝗼𝗺𝗲! I specialize in delivering scalable Solution which include AI SaaS, AI MVP, AI Agents, ChatBots, CustomGPT, Voice Bot, AI Voice calling from concept validation to deployment that cut operational costs, and drive ROI, boost customer satisfaction, and future-proof your workflows. I design scalable AI workflows, LLM integrations, and multimodal tools tailored to your goals, ensuring measurable impact and future-ready growth. ❇️ 𝗦𝗲𝗿𝘃𝗶𝗰𝗲𝘀 𝗜 𝗣𝗿𝗼𝘃𝗶𝗱𝗲: ✔️ ROI-Driven SaaS Development ✔️ Fast MVP Development ✔️ AI Agent Solutions ✔️ Custom Chatbot Development ✔️ AI Voice Calling & VoiceBot ✔️ End-to-End Automation ✔️ Custom Software Development ❇️ 𝗡𝗼𝘁𝗮𝗯𝗹𝗲 𝗣𝗿𝗼𝗷𝗲𝗰𝘁𝘀: ✔️ 𝗕𝗼𝗼𝗸𝗞𝗲𝗲𝗽𝗮: Bookkeepa™ is an AI-powered solution designed for growing businesses. It simplifies financial management hassle-free while automatically balancing your books. ✔️ 𝗖𝗵𝗲𝗳 𝗤𝗮𝗶𝗹𝗼: Your AI-powered cooking assistant, guiding you step-by-step to master any dish effortlessly. ✔️ 𝗔𝗽𝗲𝗻𝘀𝗶𝗼: AI-powered sales calls that replace call centers, driving automated and confirmed sales seamlessly. ✔️ 𝗠𝗮𝘁𝗵𝗼𝗹𝗼𝗴𝘆: Mathology is an AI-powered EdTech platform that personalizes K-12 math learning through adaptive technology, gamification, & real-world applications. ✔️ 𝗩𝗼𝗰𝗮𝗹 𝗖𝗼𝗮𝗰𝗵: Vocal Coach app is a mobile singing training program by Annabel Williams, offering expert vocal exercises, warm-ups, and progress tracking to elevate your singing skills. ✔️ 𝗢𝗽𝘁𝗼 𝗛𝗲𝗮𝗹𝘁𝗵: It is monitored that NFTs are making a great impact across several industries and areas for different reasons. ✔️ 𝗧𝗿𝘂𝗲𝗠𝗮𝗶𝗹: Truemail validates your email lists in real-time, cutting bounce rates and boosting campaign success. ✔⁠ 𝗔𝗰𝗰𝗼𝘂𝗻𝘁𝗶𝗻𝗴 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁: ⁠A fine tuned Accounting agent to guide you through your accounting systems. ✔ 𝗠𝗲𝗱𝗶𝗰𝗮𝗹 𝗔𝗜 𝗔𝗴𝗲𝗻𝘁: A fine tuned Rag Based Medical agent to guide you with the medicine recommendations and diagnosis. 🔑 𝗞𝗲𝘆 𝗦𝗸𝗶𝗹𝗹𝘀 & 𝗘𝘅𝗽𝗲𝗿𝘁𝗶𝘀𝗲: 1. Artificial Intelligence & Machine Learning - 𝗗𝗲𝗲𝗽 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: TensorFlow | PyTorch | Keras - 𝗡𝗟𝗣: NLTK | spaCy | Transformers - 𝗖𝗼𝗺𝗽𝘂𝘁𝗲𝗿 𝗩𝗶𝘀𝗶𝗼𝗻: OpenCV | scikit-image - 𝗠𝗮𝗰𝗵𝗶𝗻𝗲 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴: scikit-learn | XGBoost | LightGBM 2. 🧠 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝘃𝗲 𝗔𝗜 - 𝗧𝗲𝘅𝘁 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: OpenAI GPT | Hugging Face Transformers | Cohere | Google T5 | Claude AI | Llama3 | Open Source LLM - 𝗜𝗺𝗮𝗴𝗲 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: DALL-E | Stable Diffusion | Midjourney | Adobe Firefly - 𝗖𝗼𝗱𝗲 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: GitHub Copilot | Codex | Tabnine | Replit Ghostwriter | Calude AI - 𝗔𝘂𝗱𝗶𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: OpenAI Whisper | Descript | ElevenLabs | Murf - 𝗩𝗶𝗱𝗲𝗼 𝗚𝗲𝗻𝗲𝗿𝗮𝘁𝗶𝗼𝗻: Runway ML | Synthesia | Pictory | DeepBrain AI - 𝗙𝗶𝗻𝗲-𝗧𝘂𝗻𝗶𝗻𝗴 & 𝗖𝘂𝘀𝘁𝗼𝗺 𝗠𝗼𝗱𝗲𝗹𝘀: LoRA (Low-Rank Adaptation) | PEFT (Parameter-Efficient Fine- Tuning) | Hugging Face | OpenAI Fine-Tuning - 𝗣𝗿𝗼𝗺𝗽𝘁 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴: 1-Shot Prompting | 2-Shot Prompting | N-Shot Prompting 3. 🌐 𝗪𝗲𝗯 𝗗𝗲𝘃𝗲𝗹𝗼𝗽𝗺𝗲𝗻𝘁 𝗙𝗿𝗼𝗻𝘁𝗲𝗻𝗱: NextJS | React | VueJS | Typescript | Javascript | UI Elements: Material UI | ShadCN | 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸𝘀: - Django: Django REST Framework | Django Channels | Django Admin - Flask: Flask-RESTful | Flask-SocketIO | Flask-Admin - FastAPI: Pydantic | Starlette | Dependency Injection 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲𝘀: - Relational Databases: PostgreSQL | MySQL | SQLite | Supabase - NoSQL Databases: MongoDB | Couchbase | Cassandra 𝗢𝗯𝗷𝗲𝗰𝘁-𝗥𝗲𝗹𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗠𝗮𝗽𝗽𝗲𝗿𝘀 (𝗢𝗥𝗠𝘀): - Django ORM: Built-in ORM with Django - SQLAlchemy: Popular ORM for Flask and FastAPI - Tortoise ORM: Async ORM compatible with FastAPI - Peewee: Lightweight ORM for Python 𝗔𝗣𝗜 𝗗𝗼𝗰𝘂𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻: - Swagger UI: FastAPI | Flask-Swagger-UI - Redoc: FastAPI | Django ReDoc 4. 🕸️ 𝗪𝗲𝗯 𝗦𝗰𝗿𝗮𝗽𝗽𝗶𝗻𝗴 & 𝗗𝗮𝘁𝗮 𝗘𝘅𝘁𝗿𝗮𝗰𝘁𝗶𝗼𝗻 - BeautifulSoup | Scrapy | Selenium - Dynamic Website Scraping | Large-scale Data Collection - Data Cleaning | Preprocessing | pandas | NumPy 🛠️ 𝗔𝗱𝗱𝗶𝘁𝗶𝗼𝗻𝗮𝗹 𝗧𝗼𝗼𝗹𝘀 & 𝗧𝗲𝗰𝗵𝗻𝗼𝗹𝗼𝗴𝗶𝗲𝘀: - Version Control: Git | GitHub | GitLab - Containerization: Docker | Kubernetes - Cloud Platforms: AWS | Google Cloud | Azure - Data Visualization: Matplotlib | Seaborn | Plotly - Agile Methodologies | Scrum | Jira 💡 𝗔𝗹𝗿𝗲𝗮𝗱𝘆 𝗵𝗮𝘃𝗲 𝗮 𝗽𝗿𝗼𝗷𝗲𝗰𝘁 𝗶𝗻 𝗺𝗶𝗻𝗱? Or just exploring how AI fits into your business? Let’s talk I turn complex AI into real, measurable results. Artificial Intelligence, Machine Learning, Deep Learning, Natural Language Processing (NLP), Generative AI, Retrieval-Augmented Generation, AI Agents, AI Development, AI Chatbots, AI Automation

I help SaaS founders ship production-grade AI — RAG, agents, document intelligence, LLMOps — backed by 17+ years of distributed systems engineering. My AI work carries the same reliability, testing, and observability standards as traditional enterprise software. Recent: shipped 5 open-source production AI systems — RAG, agents, document intelligence, LLMOps, and AI code review — each with detailed case studies and quantitative results. I work best with Series A–C SaaS teams who need to add AI features or modernize their backend without a full rewrite. 💡 WHAT I BUILD 📚 RAG Systems — Production multi-tenant document Q&A 🔹 Hybrid retrieval: dense + BM25 + Reciprocal Rank Fusion 🔹 Semantic chunking, Cohere cross-encoder reranking 🔹 RAGAS evaluation in CI; 56-question suite across 5 categories 🔹 Verified tenant isolation — zero cross-tenant leaks across 100 queries 🤖 AI Agents — LangGraph + MCP tool orchestration 🔹 26 tools across 3 custom MCP servers (GitHub, PM, Calendar) 🔹 Human-in-the-loop approval for write ops (15-min timeout) 🔹 NeMo Guardrails (35+ prompt-injection patterns) + Presidio PII redaction 🔹 Multi-model cost routing: Haiku for selection, Sonnet for reasoning 📄 Document Intelligence — OCR → NER → Classification → Search 🔹 Tiered OCR: Apache Tika + pdfplumber + Tesseract fallback 🔹 spaCy NER with date / money normalization (1,686 extracted values) 🔹 Trainable TF-IDF + SVM document classification 🔹 Elasticsearch hybrid search: BM25 + kNN dense + score fusion ⚡ LLMOps — Full AI application lifecycle 🔹 Prompt versioning, A/B testing with Welch's t-test 🔹 5-evaluator framework; eval-gated CI/CD blocks regressions 🔹 Semantic caching (95% similarity) cutting LLM costs 🔹 Canary deployments (10→25→50→100%) with auto-rollback 🔍 AI Code Review — Multi-provider, multi-pass analysis 🔹 Language-specific prompts; 5-tier severity (Critical → Info) 🔹 Security, error handling, and style findings with suggested fixes 🏆 RECENT WINS ✔️ Scaled Investello (value-investing SaaS) to 100,000+ users ✔️ Led v1→v2 modernization at Entegral; fixed Redis/DynamoDB anti-patterns, improved stability ⚙️ STACK Python, FastAPI, LangGraph, LangChain, Anthropic Claude + OpenAI APIs, PostgreSQL, Redis, Qdrant, Elasticsearch, Docker, Kubernetes, React, TypeScript, Azure, AWS, C#/.NET. 🤝 HOW I WORK I've built and scaled my own SaaS to 100,000+ users, so I design AI features with unit economics, UX, and reliability in mind — not just technical elegance. Most AI freelancers are pure technologists; I think like a founder because I've been one. 📅 AVAILABILITY 30+ hrs/week · IST (UTC+5:30) with flexible overlap for US/EU timezones. 👉 Send me a message with what you're building, your constraints (latency, cost, accuracy), and timeline. I'll reply within 24 hours with an honest assessment of whether I'm the right fit and a rough approach.

Senior AI Engineer with a decade building production-grade apps and published LLM research. I have built and scaled AI agents, RAG pipelines, and chatbots with Python, FastAPI, Docker, AWS, Terraform, Kubernetes, Vapi, MLOps, and n8n, improving automation, efficiency, and ROI. 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐢𝐧𝐠, 𝐀𝐈 𝐚𝐧𝐝 𝐌𝐚𝐜𝐡𝐢𝐧𝐞 𝐋𝐞𝐚𝐫𝐧𝐢𝐧𝐠 🔸 Python, Flask, Django, FastAPI for scalable web apps and APIs 🔸 REST APIs with Django REST, Nginx, Gunicorn for secure high performance services 🔸 Microservices and API gateway for scalable and secure architectures 🔸 Custom search and databases with SQL and NoSQL for optimized retrieval and storage 🔸 Database optimization with indexing, caching, and query tuning 🔸 Deep learning with CNNs, RNNs, LSTMs for practical AI solutions 🔸 NLP with spaCy, NLTK, Transformers for text processing and insight extraction 🔸 LLMs with OpenAI, Hugging Face, Llama, T5 for modern language applications 🔸 AI automation and research for business and academic use cases 🔸 Dimensionality reduction with PCA, PCR, PLSR for efficient models 𝐅𝐫𝐨𝐧𝐭 𝐞𝐧𝐝 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ✓ React, Next, Angular, Vue for modern interfaces ✓ Redux, SSR, RxJS, PWA, React Query for responsive experiences ✓ JavaScript, TypeScript, HTML5, CSS3 ✓ Bootstrap, Tailwind, Sass, MUI 𝐁𝐚𝐜𝐤 𝐞𝐧𝐝 𝐄𝐱𝐩𝐞𝐫𝐭𝐢𝐬𝐞 ✓ Node, Nest, Express, PHP, Laravel, Firebase for robust back ends 𝐂𝐥𝐨𝐮𝐝 𝐂𝐨𝐦𝐩𝐮𝐭𝐢𝐧𝐠 ☁️ Amazon Web Services for scalable and reliable deployments ☁️ Microsoft Azure for enterprise cloud solutions ☁️ Google Cloud Platform for AI ready infrastructure 𝐃𝐞𝐯𝐎𝐩𝐬 𝐚𝐧𝐝 𝐈𝐧𝐟𝐫𝐚𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞 › Containerization with Docker and Kubernetes › Infrastructure as Code with Terraform and Ansible 𝐂𝐈 𝐚𝐧𝐝 𝐂𝐃 𝐚𝐧𝐝 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐢𝐨𝐧 › GitHub Actions, GitLab CI CD, Jenkins, CircleCI for continuous delivery 𝐕𝐞𝐫𝐬𝐢𝐨𝐧 𝐂𝐨𝐧𝐭𝐫𝐨𝐥 𝐚𝐧𝐝 𝐂𝐨𝐥𝐥𝐚𝐛𝐨𝐫𝐚𝐭𝐢𝐨𝐧 › Git with GitHub, GitLab, Bitbucket for clean workflows 𝐒𝐞𝐫𝐯𝐞𝐫𝐥𝐞𝐬𝐬 𝐚𝐧𝐝 𝐌𝐢𝐜𝐫𝐨𝐬𝐞𝐫𝐯𝐢𝐜𝐞𝐬 🖧 Event driven computing with AWS Lambda and Firebase Functions 🖧 Microservice orchestration with Kubernetes 𝐀𝐦𝐚𝐳𝐨𝐧 𝐖𝐞𝐛 𝐒𝐞𝐫𝐯𝐢𝐜𝐞𝐬 𝐅𝐨𝐜𝐮𝐬 ☁ Web and app hosting with Amplify, CloudFront, EC2 ☁ Compute and serverless with Lambda and ECS ☁ Storage with S3 and EBS ☁ Messaging with SNS and SQS ☁ Networking and security with IAM and Route 53 ☁ Databases with RDS and DynamoDB ☁ Infrastructure automation with CloudFormation 𝐌𝐲 𝐒𝐞𝐫𝐯𝐢𝐜𝐞𝐬 ➢ Custom AI chatbot development that answers with context and citations ➢ AI agent development that uses tools, memory, and policies to complete tasks ➢ LLM fine tuning and training for domain specific accuracy ➢ RAG system development for trusted answers over private data ➢ AI powered search and recommendation for better discovery ➢ End to end full stack web development from idea to launch ➢ API development and integrations for AI models and data ➢ AI driven automation for back office and operations ➢ Machine learning model development and deployment to production ➢ Backend development with Python using Django, FastAPI, or Flask ➢ Frontend development with React, Vue, or Next ➢ AI driven data processing and analytics pipelines ➢ Web scraping and data extraction augmented with AI ➢ Document processing and NLP applications for real world workflows 𝐈𝐧𝐝𝐮𝐬𝐭𝐫𝐢𝐞𝐬 𝐒𝐞𝐫𝐯𝐞𝐝 🎓 Education 🩺 Healthcare 💰 Fintech 🛍️ E commerce 🏡 Real estate 🚗 Transportation 💼 Enterprise solutions 📦 Logistics 📱Social media 𝐖𝐡𝐲 𝐂𝐥𝐢𝐞𝐧𝐭𝐬 𝐂𝐡𝐨𝐨𝐬𝐞 𝐓𝐡𝐢𝐬 𝐀𝐩𝐩𝐫𝐨𝐚𝐜𝐡 ✅ Clear communication from first call to delivery ✅ On time delivery with transparent milestones ✅ Practical problem solving with measurable outcomes ✅ Quality oriented engineering and maintainable code 𝐍𝐞𝐱𝐭 𝐒𝐭𝐞𝐩 ➢ Click Invite and share your goals, constraints, and a sample of your data or workflow ➢ I will propose a simple plan with timeline, acceptance criteria, and a pilot option ➢ Availability Monday to Saturday with responsive communication on business days

Machine Learning for NLP applications, with 5+ years of experience as an NLP Engineer. I currently focus on Generative AI & RAG pipelines, using LLMs like GPT3.5, GPT4, Claude, and open-source solutions like Llama, Mistral, and Zephyr. Specifically, I do ML training, fine-tuning, model deployment, LangChain app development, text embedding, and prompt engineering. CORE EXPERTISE • AI Text Chatbots for Web, WhatsApp, FB, IG, X, and Telegram • AI Voice Chatbots for Web • AI Phone Assistants • NLP solutions for NLU, NLG, chatbot development, Q&A, information extraction, text classification, summarization, and NER TECH STACK • Back-end Mastery: Proficient in Node.js • Front-end Excellence: Skilled in React.js and Next.js • Python Expertise: Crafting powerful back-end solutions and automations AI & AUTOMATION SPECIALTIES • ChatGPT & RAG Systems • Llama, Mistral, Claude, Grok • LangChain & Llama Index • Voiceflow • Make.com & Zapier • Transformers models: ChatGPT, Claude, Llama, Mistral, BERT, RoBERTA, T5 • HuggingFace Transformers and SentencePiece • Fine-tuning and optimization techniques (PEFT, QLoRA) • ML/DL Frameworks and libraries: PyTorch, scikit-learn, SpaCy • VectorDB (Pinecone, ChromaDB, FAISS, unstructured.io, qdrant) • End-to-end solutions: AWS Sagemaker, Docker, AWS Lambda, RESTful API • Data ingestion, cleaning, analysis, pre-processing, SQL INDUSTRY EXPERIENCE Over 3 years of experience working in the industry, developing Natural Language Understanding for smart assistants. PROJECT HIGHLIGHTS • Design and development of AI/NLP solutions for conversational AI, generative AI, and more • Successful deployment of advanced chatbots and virtual assistants, enhancing user engagement and satisfaction • Implementation of RAG pipelines, boosting retrieval and generation accuracy for various applications LET'S COLLABORATE Do you have a business idea for an AI solution? Or a problem that could be solved with NLP & ML techniques? Are you looking to streamline your processes and integrate automation? How do you apply Generative AI to your specific use case? ➤➤➤ Book a consultation 👇 💼 Check out my GitHub ([github.com/wamiqraza]) for my latest projects 🤗 I upload models, datasets & demos on HuggingFace Hub ⚡ I stay up-to-date with the latest research and tooling, and love to contribute to open-source projects (medium.com/@WamiqRaza) Ready to create digital waves? Let’s innovate together! 🚀