How to Build a HIPAA-Compliant AI Medical Scribe App Using AWS Bedrock and Python
Tutorial
A reference architecture and working Python implementation for an ambient AI scribe that transcribes clinician-patient visits and drafts SOAP notes inside…
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Health & Medical
Fine-Tuning a Llama 3 Model for Automated Clinical Documentation and EHR Integration
Tutorial
A practical walkthrough of QLoRA fine-tuning for Llama 3 8B on de-identified clinical note pairs, plus a FHIR-based integration layer for pushing structur…
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Health & Medical
Deploying a Secure DICOM Medical Image Classification API on Google Cloud Vertex AI
Tutorial
Build and deploy a DICOM-aware image classification service on Vertex AI, covering de-identification, containerized preprocessing, model serving, and IAM-…
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Health & Medical
Building a Real-Time Algorithmic Trading Bot Using LLMs and the Alpaca Markets API
Tutorial
A reference implementation for a paper-trading bot that combines a rules-based signal engine with an LLM news-sentiment filter, executed through the Alpac…
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Finance & Business
Training a Custom Financial Sentiment Model for Stock Market Prediction Using Hugging Face
Tutorial
Fine-tune a FinBERT-based classifier on labeled financial headlines using Hugging Face Transformers, then wrap it in a serving API that outputs a daily se…
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Finance & Business
Automating Financial Statement Auditing and Risk Assessment Using RAG and LangChain
Tutorial
A RAG pipeline that grounds an LLM in a company's financial statements and prior-year audit notes to flag anomalies, ratio red flags, and disclosure incon…
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Finance & Business
Building a Production-Ready RAG Pipeline with LangChain, Pinecone, and OpenAI
Tutorial
A complete retrieval-augmented generation pipeline covering chunking strategy, Pinecone indexing with metadata filters, hybrid retrieval, and a FastAPI se…
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Developer Tools
Optimizing AI Model Inference Latency in Production Using NVIDIA Triton Inference Server
Tutorial
Deploy a model behind NVIDIA Triton with dynamic batching, concurrent model instances, and ONNX Runtime acceleration, then measure and tune p99 latency un…
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Developer Tools
Setting Up Automated LLM Evaluation Pipelines for Hallucination Detection Using Ragas
Tutorial
Wire Ragas metrics (faithfulness, answer relevancy, context precision/recall) into a CI-runnable evaluation pipeline that scores a RAG system against a go…
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Developer Tools
Implementing Secure JWT Authentication and Role-Based Access Control in Next.js
Tutorial
A complete JWT auth implementation for the Next.js App Router using httpOnly cookies, access/refresh token rotation, middleware-based route protection, an…
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Developer Tools
How to Audit and Fix OWASP Top 10 Security Vulnerabilities in a Node.js Enterprise API
Tutorial
A practical audit checklist and remediation code for the OWASP Top 10 (2021) as they actually show up in a typical Express/Node.js enterprise API, with be…
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Developer Tools
Setting Up an Automated CI/CD Deployment Pipeline via GitHub Actions to AWS ECS
Tutorial
A production CI/CD pipeline that builds a Docker image, scans it for vulnerabilities, pushes to ECR, and deploys to ECS Fargate with zero-downtime rolling…
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Developer Tools