Data Scientist & ML Researcher | Founder of Aqwel AI | Working on Applied ML and Mathematical Modeling
Also building Aion (Open Research Toolkit).
More information: akselaghajanyan.xyz
With AI power, I can do everything ;)
Hi, I'm Aksel, a data scientist and ML researcher from Armenia, focused on applied machine learning, mathematical modeling, and intelligent systems grounded in strong mathematical and engineering foundations.
I am particularly interested in deep learning, large language models, and how advanced AI systems are trained, optimized, and deployed efficiently.
I write scientific articles on Medium and enjoy reading, studying, and doing research—especially at the intersection of mathematics, ML theory, and intelligent systems.
Top skills: Python · Artificial Intelligence · Machine Learning · Deep Learning · Data Science
Medium — AI, ML theory, math.
- Double descent & overparameterization · Frontiers of Data Science
- Random matrix theory in ML · Frontiers of Data Science
- Mathematical reasoning & limits of AI
- Bigger models ≠ smarter AI
Python · NumPy/Pandas stack · PyTorch · TensorFlow · LLMs (LLaMA, APIs, LangChain) · RAG · Qdrant / Pinecone / Weaviate · classical ML & scikit-learn · CNNs, RNNs, LSTMs, GANs · NLP & CV · CUDA / Triton / TensorRT (exploration) · focus: how & why models work
NumPy · Pandas · Matplotlib / Seaborn · SciPy · scikit-learn · Jupyter · EDA · feature engineering · stats & hypothesis testing
Linear algebra · probability & statistics · calculus & gradients · optimization · random matrix theory · information theory · discrete math & logic
Python · Telegram (pyTelegramBotAPI) · LLM automation · contextual memory
Structured & few/zero-shot prompts · RAG-style prompting · agents · OpenAI · Anthropic · LangChain
Agents · DL & LLMs · math for AI · GPU inference · reliable, scalable AI systems
Unreal Engine 5 · Blueprints / C++ · prototyping · AI behavior trees · AI & systems sandbox
Aqwel AI — learning, experimentation, open AI-powered tools · automation · research & tooling (Aion)
Aksel with AI — where I share my vision of building future AI tools and my startup journey with Aqwel AI. From technical deep dives to product and research updates.
Published weekly · 130+ subscribers
Open to research collaboration, internships, and ML engineering opportunities. Happy to discuss AI, deep learning, or building intelligent systems.
Reach out via LinkedIn · more at akselaghajanyan.xyz.
Learn the fundamentals. Build with purpose. Improve continuously.