04 / Skills
Technical
skills.
Choose a category to see the tools I use and related projects.
CATEGORY / 01
Programming languages
Languages I use for software development and data work.
Python (Proficient)CSQL
CATEGORY / 02
Model development
Building, training, and adapting models for specific tasks.
PyTorchCNNsDeep learningTransformersModel trainingFine-tuningPEFT (LoRA, QLoRA)Hyperparameter tuningXGBoostscikit-learn
CATEGORY / 03
Agents & generative AI
Connecting language models to tools and managing their inputs and outputs.
GPTLLaMAPrompt engineeringContext engineeringEmbeddingsRAGLLM fine-tuningPrompt optimizationLangChainCrewAISmolAgentsStrands AgentsClaude Agent SDKMCPMulti-agent systemsAutonomous task execution
CATEGORY / 04
Retrieval & search
Finding relevant documents to support search and generated answers.
PineconeFAISSChromaDBBM25Vector searchHybrid searchSemantic searchANNHNSWVector indexingReranking
CATEGORY / 05
Evaluation & reliability
Testing outputs, tracking failures, and managing access and response times.
LLM evaluationRAG evaluationAgent evaluationPrompt evaluationTracingLatency and cost monitoringLLM guardrailsResponsible AIHuman-in-the-loop workflowsAuditabilityTenant isolationAccess control
CATEGORY / 06
LLM optimization
Reducing token use, response times, and inference costs.
Token optimizationToken cost reductionSemantic cachingModel selection/routingLatency optimizationInference efficiency
CATEGORY / 07
Cloud & deployment
Deploying models and applications, with the services needed to run them.
FastAPIDockerREST APIsCloud inferenceRunPodHugging FaceReplicateAWS BedrockAWS AgentCoreAWS SageMakerEC2S3ECREKSGitGitHubLinuxCUDAMPIAWS AI-DLC (AI-Driven Development Lifecycle)
CATEGORY / 08
Multimodal & reinforcement learning
Working with images, speech, text, and decisions over time.
YOLOOpenCVCLIPBLIPImage processingSTTTTSAudio feature extractionQ-LearningPOMDPRLHF
RELATED PROJECTS
Hospital Triage AICATEGORY / 09
Data & foundations
Data analysis, scientific computing, and mathematics.
NumPyPandasMatplotlibProbabilityStatisticsLinear algebra