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Workflows
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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:DevExpress Testcafe Basic Test Authoring
- Workflow:Ggml org Ggml Vision Model Inference
- Workflow:Dotnet Machinelearning ONNX Model Scoring
- Workflow:Protectai Llm guard API Server Deployment
- Workflow:VainF Torch Pruning CNN Pruning
- Workflow:HKUDS AI Trader Data Pipeline
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Fede1024 Rust rdkafka Mock Cluster Testing
Principles
- Principle:Marker Inc Korea AutoRAG REST API Deployment
- Principle:Protectai Llm guard Bias Detection
- Principle:Dotnet Machinelearning Alias Method Sampling
- Principle:Neuml Txtai Tool Assembly
- Principle:Haotian liu LLaVA Environment Setup
- Principle:Huggingface Transformers Inference Measurement
- Principle:Duckdb Duckdb String Similarity
- Principle:Norrrrrrr lyn WAInjectBench Validation Checkpoint Selection
- Principle:Webdriverio Webdriverio Parallel Execution
- Principle:Run llama Llama index Job Status Monitoring
Implementations
- Implementation:ArroyoSystems Arroyo Nats Source
- Implementation:Langfuse Langfuse ExperimentsRouter CreateExperiment
- Implementation:Trailofbits Fickling Run Benchmark
- Implementation:CARLA simulator Carla Show Crosswalks Tool
- Implementation:Cleanlab Cleanlab Order Label Issues
- Implementation:Microsoft Playwright Client Waiter
- Implementation:Google research Deduplicate text datasets Make Suffix Array
- Implementation:FlowiseAI Flowise Docker Compose Queue Prebuilt
- Implementation:Run llama Llama index ObjectIndex
- Implementation:ThreeSR Awesome Inference Time Scaling GitHub Fork And Clone
Heuristics
- Heuristic:Iterative Dvc Shell Execution Pitfalls
- Heuristic:Apache Hudi Data Skipping Limitations
- Heuristic:Haifengl Smile Quarkus Async Context Handling
- Heuristic:Vespa engine Vespa Config Polling Timeout Tuning
- Heuristic:Huggingface Trl DeepSpeed ZeRO3 Generation Tradeoff
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
- Heuristic:Fede1024 Rust rdkafka Sensitive Config Sanitization
- Heuristic:Huggingface Diffusers VAE Scaling Factors
- Heuristic:ContextualAI HALOs LoRA Merge At Save
Environments
- Environment:DataTalksClub Data engineering zoomcamp Kafka Confluent Environment
- Environment:Haotian liu LLaVA Python CUDA Training Environment
- Environment:Alibaba ROLL CUDA GPU Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Dotnet Machinelearning Dotnet SDK And Runtime
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Neuml Txtai Python Core Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Apache Beam Portable Runner Environment
- Environment:NVIDIA TransformerEngine CUDA Toolkit Requirements