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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Scikit learn contrib Imbalanced learn Balanced Deep Learning Training
- Workflow:Huggingface Alignment handbook ORPO Single Stage Alignment
- Workflow:Heibaiying BigData Notes Flink Kafka Streaming Pipeline
- Workflow:Huggingface Trl Reward Model Training
- Workflow:NVIDIA DALI Image Preprocessing Pipeline
- Workflow:Microsoft Agent framework Multi Agent Sequential Orchestration
- Workflow:NVIDIA TransformerEngine Accelerate HF Llama With TE
- Workflow:Openai Openai python Chat Completion
- Workflow:Openai Evals Running a single eval
- Workflow:Apache Flink File Source Pipeline
Principles
- Principle:Openai Openai node Realtime Session Configuration
- Principle:Confident ai Deepeval Dataset Export
- Principle:Openai Openai agents python RunState Serialization
- Principle:FlowiseAI Flowise Evaluation Results Analysis
- Principle:Trailofbits Fickling PyTorch Model Wrapping
- Principle:ClickHouse ClickHouse SIMD Memory Comparison
- Principle:Iterative Dvc Artifact Metadata
- Principle:Facebookresearch Audiocraft Environment Setup
- Principle:Cohere ai Cohere python Vector Similarity Search
- Principle:ChenghaoMou Text dedup Hamming Distance Clustering
Implementations
- Implementation:Alibaba MNN OpenCL CL2 HPP Header
- Implementation:Kornia Kornia Mean Average Precision
- Implementation:Vibrantlabsai Ragas NVMetrics
- Implementation:Huggingface Datasets Get Dataset Config Info For Verification
- Implementation:Google deepmind Mujoco WASM Bindings
- Implementation:Langfuse Langfuse Prisma Generated Types
- Implementation:Apache Airflow SafeDatadogLogger
- Implementation:NVIDIA NeMo Aligner Preprocess HelpSteer2 Data
- Implementation:Norrrrrrr lyn WAInjectBench process file
- Implementation:Turboderp org Exllamav2 ExLlamaV2Tokenizer
Heuristics
- Heuristic:Neuml Txtai Batch Size Defaults
- Heuristic:Ucbepic Docetl Validation Retry Strategy
- Heuristic:Langfuse Langfuse Ingestion Date Boundary Delay
- Heuristic:Spotify Luigi Atomic File Writes
- Heuristic:Openai CLIP FP16 FP32 Dtype Handling
- Heuristic:SeldonIO Seldon core Model Scheduling Preference Tip
- Heuristic:Protectai Modelscan Stricter Zip Detection
- Heuristic:Google research Deduplicate text datasets Parallel Job Scaling By Data Size
- Heuristic:Puppeteer Puppeteer Mac Silicon Performance
- Heuristic:Duckdb Duckdb PR Submission Strategy
Environments
- Environment:Sgl project Sglang CUDA GPU Runtime
- Environment:Kornia Kornia PyTorch Python Environment
- Environment:Cypress io Cypress Browser Requirements
- Environment:Protectai Llm guard Python Runtime Dependencies
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:HKUDS AI Trader Python LangChain Runtime
- Environment:Microsoft Onnxruntime Python Inference Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Microsoft Agent framework Core Package Dependencies