StackToolkitCoursework
Seven areas · 76 tools

Skills

The tools I reach for, from LangGraph agents and PyTorch models to flow cytometry and cell culture.

Stack

The tools behind the work

LANGGRAPH

Agents
& LLMs

Agents that plan, retrieve, and get checked by a second model.

LangGraphRAGMilvusMCPLLM-as-judgeTool callingClaude · Gemini · GemmaOllamaWhisper
Used in · Twinbench · RAG assistant · Gemma4
PYTORCH

Clinical
ML

Calibrated models, confounder audits, honest holdouts.

PyTorchscikit-learnXGBoostSHAPIsotonic calibrationGradient reversalFiLMCNN · TCN · TransformerHugging Face
Used in · TC-DANN · CxRisk · Obesity + RAG
GKE

Data
& Cloud

Streaming ETL to autoscaled services on Google Cloud.

PySparkKafkaPostgreSQLFastAPIDockerKubernetes · GKETerraformGoogle CloudCI/CD
Used in · Big-data pipeline · RAG on GKE · Stealth startup
Toolkit

What I work with

LLMs & Agentic AI

12 tools
LangGraph / LangChainRetrieval-Augmented GenerationReAct + Reflexion AgentsTool CallingLLM-as-Judge / Solver-JudgeMCPMilvus Vector DBHNSW / IVF-PQ / DiskANNEmbeddings (BGE)Context-Window ManagementClaude / Gemini / Gemma / OllamaWhisper

Machine Learning & AI

12 tools
PyTorchscikit-learnXGBoost / LightGBMHuggingFace TransformersTensorFlow / KerasCNNs, LSTM/RNN, TCNTransformersDomain-Adversarial Training (GRL)FiLM ConditioningIsotonic CalibrationSHAPVAEs / DCGAN

Platforms & Dev Tools

14 tools
Google Cloud (Vertex AI)Kubernetes / GKEDockerTerraformPySparkKafkaPostgreSQLFastAPI / FlaskGit & CI/CDHPC ClustersNVIDIA Jetson / Raspberry PiStreamlitArduinoLaTeX

Programming & Data Science

10 tools
Python (Advanced)SQL / NoSQLC / C++JavaScriptBashMATLABRNumPy / PandasJupyter & ColabExcel

Bio-Engineering & Research

12 tools
Brain-Computer Interfaces (BCI)CSP / Riemannian MethodsEEG / EMG Signal ProcessingBiosignals (PPG, Acoustic Biomarkers)Medical Imaging (MRI)Genomics (GWAS / PRS)Bioinformatics (PLINK, LDpred)Discrete-Event Simulation (SimPy)EEGLABPsychoPyTobii Eye TrackerBLAST / Clustal Omega

Wet Lab Skills

12 tools
MTT Assay / Cell ViabilityFlow Cytometry (FACS)PCRHLA TypingLentiviral shRNA KnockdownCell CultureH&E StainingImmunohistochemistry (IHC)Agarose Gel ElectrophoresisSDS-PAGEFluorescence MicroscopyDNA Ligation

Design & Media

4 tools
Adobe PhotoshopAdobe LightroomAdobe IllustratorDaVinci Resolve
Coursework

Relevant courses

AI Engineering
  • Machine Learning for AI Engineers
  • Systems Tool Chain for AI
  • Projects in Biomedical AI
  • Deep Learning
  • Introduction to Machine Learning
Brain Engineering & Neuroscience
  • Brain-Computer Interfaces
  • Introduction to Cognitive Science
  • Basics of Computational Neuroscience
  • Principles of Neural Design
  • Methods & Tools of Science of Intelligence
Computer Science
  • Data Structures & Algorithms
  • Intro to Computer Science
  • Signals and Systems
Biosciences & Bioengineering
  • Computational & Systems Biology
  • Genetics & Gene Manipulation
  • Biosensors
  • Quantitative Physiology
  • The Human Immune System
  • Biomaterials Engineering
  • Synthetic Biology
  • Anticancer Drug Discovery
Mathematics
  • Probability, Statistics & Stochastic Processes
  • Mathematics I & II
Other Interesting Courses
  • Theoretical Foundations of Econometrics
  • Introduction to Indian philosophy
  • Environmental Science
  • Introduction to Electrical Engineering
  • Engineering Mechanics