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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:Vllm project Vllm Multi LoRA Serving
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Avhz RustQuant Model Calibration
- Workflow:NVIDIA DALI Image Classification Training PyTorch
- Workflow:Mage ai Mage ai API Source Extraction
- Workflow:Anthropics Anthropic sdk python Extended Thinking Reasoning
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Elevenlabs Elevenlabs python Voice Cloning
Principles
- Principle:Princeton nlp SimPO Chat Template Application
- Principle:Wandb Weave Version Bump Dev
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Apache Spark K8s Application Submission
- Principle:Helicone Helicone App Provider Composition
- Principle:Pyro ppl Pyro Autoname Scoping
- Principle:Speechbrain Speechbrain TTS Inference Pipeline
- Principle:Ggml org Llama cpp Parameter Estimation
- Principle:Online ml River Progressive Validation
- Principle:Explodinggradients Ragas Test Query Synthesis
Implementations
- Implementation:Langchain ai Langchain VectorStoreIntegrationTests
- Implementation:NVIDIA DALI C API V2 Pipeline Wrapper
- Implementation:Open compass VLMEvalKit VideoMME
- Implementation:Scikit learn contrib Imbalanced learn classification report imbalanced
- Implementation:Risingwavelabs Risingwave ConfigurableOffsetBackingStore
- Implementation:Huggingface Datatrove TrackJobs
- Implementation:NVIDIA NeMo Aligner Conftest Fixtures
- Implementation:Tensorflow Serving simple loader h
- Implementation:Ray project Ray Ray Init For Actors
- Implementation:Online ml River Utils Math
Heuristics
- Heuristic:BerriAI Litellm SSL Cipher Optimization
- Heuristic:Haosulab ManiSkill Rendering Memory Optimization
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Getgauge Taiko Navigation Wait Strategy
- Heuristic:Vespa engine Vespa RPM Zstd Compression Settings
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Allenai Open instruct Logprob Clamping
- Heuristic:Dagster io Dagster Record Over Dataclass
Environments
- Environment:Sgl project Sglang Web
- Environment:DataTalksClub Data engineering zoomcamp Dbt DuckDB Environment
- Environment:OpenRLHF OpenRLHF Flash Attention Environment
- Environment:Neuml Txtai API Server Configuration
- Environment:Pytorch Serve Distributed Training Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Sgl project Sglang CPU
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Kubeflow Pipelines KFP Backend Deployment
- Environment:Dagster io Dagster PostgreSQL Storage