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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:Microsoft Autogen Multi Agent Conversation
- Workflow:DistrictDataLabs Yellowbrick Feature Analysis and Selection
- Workflow:Kserve Kserve LLM Inference Serving
- Workflow:Datajuicer Data juicer Distributed Ray Processing
- Workflow:NVIDIA NeMo Aligner RLHF PPO Training
- Workflow:Huggingface Open r1 GRPO Reasoning Training
- Workflow:Dagster io Dagster Bluesky Analytics
- Workflow:Langfuse Langfuse Evaluation pipeline
- Workflow:Treeverse LakeFS Garbage Collection
- Workflow:Speechbrain Speechbrain Text to Speech Training
Principles
- Principle:Datahub project Datahub Client Authentication
- Principle:Eventual Inc Daft Descriptive Statistics
- Principle:Datahub project Datahub Sample Data Loading
- Principle:Gretelai Gretel synthetics Synthetic Data Quality Evaluation
- Principle:Datahub project Datahub Docker Prerequisites
- Principle:Tensorflow Tfjs Model Compilation
- Principle:Apache Paimon Atomic Commit
- Principle:Ggml org Llama cpp Draft Model Loading
- Principle:Liu00222 Open Prompt Injection Configuration Loading
- Principle:Mlflow Mlflow Parameter Logging
Implementations
- Implementation:Ollama Ollama Imagegen MLX Go
- Implementation:BerriAI Litellm Redact Messages
- Implementation:Openai Openai node Translations Resource
- Implementation:Openai Openai node ChatCompletionStream Class
- Implementation:Open compass VLMEvalKit Omni Verifier
- Implementation:Evidentlyai Evidently LLM Judge Descriptors
- Implementation:LMCache LMCache Connector V1
- Implementation:Huggingface Transformers Benchmark V1 Runner
- Implementation:CrewAIInc CrewAI RAG Tool
- Implementation:Predibase Lorax Triton LibEntry
Heuristics
- Heuristic:Datahub project Datahub Validation Cross API
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Spcl Graph of thoughts Scoring With Error Counting
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Mistralai Client python Stream File Uploads
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Gretelai Gretel synthetics Memory Chunking For Normalization
- Heuristic:Huggingface Datatrove Gopher Quality Thresholds
- Heuristic:Apache Beam Lock Contention Batching
- Heuristic:OWASP Www project top 10 for large language model applications Deliberately Insecure Code Isolation
Environments
- Environment:Interpretml Interpret Native Libebm Environment
- Environment:Huggingface Open r1 Slurm Cluster
- Environment:Datajuicer Data juicer Python Runtime Environment
- Environment:Deepspeedai DeepSpeed CPU Environment
- Environment:Deepspeedai DeepSpeed Multi Accelerator Environment
- Environment:Vllm project Vllm Environment Variables
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:DataExpert io Data engineer handbook Spark Iceberg Docker Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment