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🚀 Quant-Focused • Machine Learning Expert • Python & R Specialist • Time Series & Trading Models I’m Younes — a Kaggle Grandmaster, quantitative researcher, and data scientist with 7+ years of experience building predictive models for financial markets, algorithmic trading insights, and high-performance data pipelines. I combine deep statistical knowledge, ML engineering, and market intuition to deliver models that generalize and produce real trading value. 📌 Quant Focus Areas 📈 Financial Forecasting & Alpha Research Short-term & long-term price forecasting Futures & crypto modeling (1-min to daily) Alpha factor research (correlations, volume, volatility, microstructure) Feature pipelines for trading (lags, market microstructure, regime detection) 📐 Machine Learning for Finance Tree models (XGBoost, LightGBM, CatBoost) AutoML (AutoSklearn, AutoGluon, FLAML) Deep learning: LSTM, Transformers (TFT), hybrid encoder-decoder Contrastive learning for time series (SimCLR, VICReg) 📊 Quant Statistics & Econometrics Bayesian inference, regression, probabilistic models Risk modeling, Sharpe optimization, factor modeling Cross-sectional prediction, rank-based metrics (Spearman, IC, IR) 🕸️ Web Scraping & Data Engineering Market data scraping (crypto, options, ETFs, indices) High-volume scraping with proxy rotation Automated pipelines for alpha data collection 🧠 Tools & Stack Python: pandas, NumPy, scikit-learn, statsmodels, PyTorch, TensorFlow Quant/Finance: TA-Lib, vectorbt, backtesting.py, Optuna, featuretools Scraping: Selenium, Scrapy, BeautifulSoup, Async IO pipelines Other: SQL, R (tidyverse), SPSS 💼 Why Work With Me 🔹 Kaggle Grandmaster — top 0.1% of global data scientists 🔹 Strong quant intuition — models designed to avoid leakage and overfitting 🔹 Clear explanations — complex quant ideas made simple 🔹 Reliable execution — clean, reproducible research & code Whether you need a predictive model, backtest, alpha factor, scraping engine, or full quant research, I deliver with precision.

I design and deliver enterprise-grade intelligent systems at the intersection of Artificial Intelligence, Data Infrastructure, and Scalable Software Engineering. My work focuses on building production-critical systems — not experimental models — where reliability, performance, and architectural integrity are non-negotiable. I operate across the full technical stack, from data ingestion and distributed processing to model development, system integration, and deployment at scale, ensuring cohesive and high-performing solutions. Expertise: Artificial Intelligence & Advanced Machine Learning • Design and deployment of large-scale machine learning systems • Deep learning (transformer architectures, sequence models, representation learning) • Natural Language Processing, Computer Vision, and multimodal systems • Model lifecycle management: training, evaluation, optimization, and monitoring • Reinforcement learning and decision systems for complex environments LLM Systems & Modern AI Architectures • Design of production-ready LLM-powered systems • Retrieval-Augmented Generation (RAG), embedding pipelines, and vector search • AI agents, tool-augmented reasoning systems, and workflow orchestration • Prompt engineering at scale with evaluation and guardrail frameworks • Cost-performance optimization for large model deployments Data Engineering & Distributed Systems • Architecture of high-throughput data pipelines (batch and streaming) • Distributed processing (Apache Spark, large-scale SQL systems) • Data warehouse and lakehouse design • Schema design, partitioning strategies, and query optimization • Data reliability, lineage, and observability Software Engineering & System Architecture • Design of scalable backend systems and microservices • API design, system integration, and service orchestration • Production-grade codebases with emphasis on maintainability and performance • Deployment pipelines, CI/CD, and infrastructure-aware development Performance Engineering & Optimization • End-to-end system profiling and bottleneck analysis • Database and query optimization • Latency reduction and throughput maximization • Resource-efficient system design for cost-sensitive environments Operating Model • Architecture-First Approach Every system is designed with long-term scalability, extensibility, and operational stability in mind. • Production-Centric Delivery Solutions are engineered to perform under real-world constraints — data volume, latency, failure scenarios, and evolving requirements. • Full Lifecycle Ownership From problem framing and system design to implementation, deployment, and iterative optimization. • Cross-Domain Integration Seamless alignment between data, models, and application layers — eliminating fragmentation across the stack. Representative Engagements • Design of AI-powered decision systems integrated into business-critical workflows • Development of LLM-based platforms (assistants, copilots, knowledge systems) • Construction of scalable data infrastructures supporting analytics and machine learning • Optimization and refactoring of underperforming data/AI systems into production-grade architectures • Automation of complex operational processes through intelligent systems Value Delivered Clients engage at this level for technical depth, execution discipline, and architectural clarity. The focus is on delivering systems that: • Scale reliably under load • Integrate seamlessly into existing environments • Maintain long-term performance and maintainability • Generate measurable operational or strategic impact Engagement Standards • Precise scoping and structured execution • Clear, professional communication • High-quality, well-documented deliverables • Strict adherence to timelines and performance expectations

LLM Engineer and Generative AI Specialist with 8+ years of experience building AI automations, chatbots, RAG systems, and AI agents for real-world business applications. I design and deploy production-ready LLM applications using LangChain, LlamaIndex, OpenAI APIs, and vector databases like Pinecone, Weaviate, and Qdrant. My focus is on delivering reliable, scalable, and high-accuracy AI solutions. 🔹 What I can help you build • LLM-powered applications (GPT, Claude, open-source LLMs) • RAG (Retrieval-Augmented Generation) systems for private data • Use OpenClaw (ClawdBot) to build AI automation workflows • AI chatbots for customer support, legal, medical, or business use • AI agents and multi-step autonomous workflows • Semantic search engines and embeddings pipelines • Prompt engineering and LLM optimization • Fine-tuning LLMs with HuggingFace • Open-source LLM setup with vLLM or Ollama • AI automation and RPA with UiPath 🔹 Technical Stack • LLMs & GenAI: OpenAI, Claude, HuggingFace, LangChain, LlamaIndex • Vector DBs: Pinecone, Weaviate, FAISS • NLP: SpaCy, NLTK, BERT, AraBERT, Gensim • Backend: Python, FastAPI, Flask • Databases: MongoDB, MySQL, Elasticsearch • Deployment: Docker, server deployment, Replicate (Cog) • RPA: UiPath (Certified Advanced Developer) 🔹 Selected GenAI Projects AI Agent Planner & Executor : Built an AI agent capable of handling complex multi-step tasks using function calling, planning, and self-evaluation for reliable results. RAG Document Search System : Developed a RAG system for PDFs, DOCX, and PPTX files with access control and department-based retrieval using Weaviate. SQL AI Assistant (SQLytics) : Created an LLM-powered tool that converts natural language into SQL queries and retrieves accurate database insights. Legal AI Chatbot : Built a chatbot connected to legal database with source-backed answers via text and voice. 🔹 Why work with me? • Production-ready AI solutions (not just prototypes) • Vibe coder: using Cursor AI and Claude Code • Clean, scalable architecture • Strong communication and reliability • Focus on real business value If you need a serious LLM/GenAI expert to build high-quality AI solutions, I’d be glad to help.

With extensive experience in data analysis, forecasting, and predictive modeling, I specialize in transforming raw data into clear insights, actionable strategies, and high-value analytical tools. I have worked across financial markets, business analytics, and operational intelligence, helping organizations make smarter decisions through automation, modeling, and advanced analytics. My professional journey includes worked as a Financial Analyst at the Financial Market Authority and as a Data Scientist at many companies roles where I developed forecasting models, anomaly detection systems, real-time dashboards, and predictive tools used by decision-makers daily. I have successfully collaborated with over 15 clients, including startups, SMEs, and large international companies, delivering analytics solutions that drive efficiency, predict trends, and uncover hidden opportunities. What Sets Me Apart ✦ Predictive Modeling Expertise: I build robust forecasting systems using machine learning, regression models, time-series analysis, and advanced statistical techniques to deliver reliable insights and future projections. ✦ End-to-End Analytical Solutions: I build end-to-end data pipelines, from extraction to visualization, working with technologies like Spark, Python, Airflow, SQL, and Power BI. My role is to automate data flows, structure analytical models, and deploy reliable and scalable dashboards. I help companies transform raw data into actionable insights, reduce manual tasks, and accelerate decision‑making through robust and automated pipelines. ✦ Financial & Market Intelligence: Hands-on experience analyzing trading activity, market behavior, transactions, and balance sheets. I’ve implemented fraud detection models, market anomaly systems, and forecasting tools for financial performance. ✦ High-Quality Dashboards & Reporting: I create dynamic dashboards and executive-level reports that turn complex data into intuitive visual stories, enabling teams to track KPIs and take action quickly. Why Work with Me ? ✦ Proven experience in forecasting, anomaly detection, predictive modeling, and financial analytics ✦ Ability to simplify complex concepts and deliver results quickly with full accuracy ✦ Strong technical stack: Python, Power BI, SQL, Excel, TensorFlow, scikit-learn, Power Query, SAP, Azure Synapse ✦ Experience building scalable solutions real-time surveillance, automated reporting, predictive alerts, and operational dashboards Services I Provide : ✦ Forecasting & predictive modeling (regression, ML, time-series) ✦ Custom dashboards (Power BI, Excel, web-based) ✦ Financial analysis, modeling & reporting ✦ Data cleaning, automation, and ETL workflows ✦ Fraud detection, anomaly detection & market surveillance models ✦ Machine learning development (TensorFlow, scikit-learn) ✦ Business intelligence & data storytelling ✦ Consulting for data-driven strategy and performance improvement With a strong engineering and data science background, my mission is to help organizations unlock value from their data, improve performance, and move from intuition to evidence-based decisions. Let’s work together to build intelligent models, clear insights, and analytics tools that elevate your business. Message me today I’d be happy to help you succeed.

Ready to kickstart your chess journey or take your skills to the next level? I'm here to guide and teach you, whether you're a complete beginner or an experienced player seeking improvement after years of playing. I'm Anas Ouazri, the U2300 African chess championship winner, along with multiple national chess championships under my belt. With over 15 years of experience (𝟮𝟭𝟬𝟬+ 𝙁𝙄𝘿𝙀, 𝟮𝟱𝟬𝟬+ 𝙤𝙣𝙡𝙞𝙣𝙚), I'm passionate about sharing my knowledge to help unlock your hidden chess potential. 𝑾𝒉𝒂𝒕 𝒄𝒂𝒏 𝑰 𝒐𝒇𝒇𝒆𝒓 𝒚𝒐𝒖? • 𝗙𝗼𝗿 𝗯𝗲𝗴𝗶𝗻𝗻𝗲𝗿𝘀: I will help you establish a strong foundation in chess fundamentals, covering everything from understanding the rules of the game to basic tactics and principles. • 𝗙𝗼𝗿 𝗶𝗻𝘁𝗲𝗿𝗺𝗲𝗱𝗶𝗮𝘁𝗲𝘀 +: I will help you deepen your understanding of strategic concepts and tactical patterns. • 𝗚𝗮𝗺𝗲 𝗔𝗻𝗮𝗹𝘆𝘀𝗶𝘀: I offer in-depth analysis of your games where I'll identify your weaknesses and recurrent mistakes, providing targeted feedback and guidance for improvement. • 𝗢𝗽𝗲𝗻𝗶𝗻𝗴 𝗽𝗿𝗲𝗽𝗮𝗿𝗮𝘁𝗶𝗼𝗻: I'll help you build a solid opening repertoire suitable to your playing style. • 𝗠𝗶𝗱𝗱𝗹𝗲𝗴𝗮𝗺𝗲 𝘀𝘁𝗿𝗮𝘁𝗲𝗴𝘆: I'll teach you to formulate effective plans, exploit weaknesses, and seize control of the board. • 𝗘𝗻𝗱𝗴𝗮𝗺𝗲 𝘁𝗲𝗰𝗵𝗻𝗶𝗾𝘂𝗲𝘀: from basic endgames to more advanced theoretical endings, I'll develop your endgame proficiency. All of my chess lessons will be 𝗽𝗲𝗿𝘀𝗼𝗻𝗮𝗹𝗶𝘇𝗲𝗱 to you to help you reach your chess goals. Contact me, and let’s discuss how I can help you become a better chess player.

Data Science Expert | Unleashing Insights from Data With my expertise in data science, I empower businesses to transform raw data into actionable insights that drive informed decision-making and strategic growth. I possess a proven track record of success in extracting valuable patterns from complex datasets, developing predictive models, and communicating findings effectively to stakeholders.