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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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|---|---|---|
| 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:PrefectHQ Prefect Dbt Model Orchestration
- Workflow:LLMBook zh LLMBook zh github io LLM Pretraining
- Workflow:Microsoft LoRA LoRA Integration
- Workflow:Norrrrrrr lyn WAInjectBench Image Prompt Injection Detection
- Workflow:VainF Torch Pruning Object Detection Pruning
- Workflow:Mit han lab Llm awq AWQ Model Quantization
- Workflow:Recommenders team Recommenders Neural Collaborative Filtering
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Facebookresearch Audiocraft JASCO Conditioned Music Generation
- Workflow:Pola rs Polars Data IO and Format Conversion
Principles
- Principle:Deepspeedai DeepSpeed Pipeline Layer Specification
- Principle:FlagOpen FlagEmbedding Knowledge Distillation Scoring
- Principle:Cypress io Cypress V8 Snapshot Optimization
- Principle:Alibaba ROLL Knowledge Distillation Loss
- Principle:Haifengl Smile Inference Request Processing
- Principle:Mlfoundations Open flamingo Visual Input Preprocessing
- Principle:Ggml org Ggml CPU Feature Detection
- Principle:OpenRLHF OpenRLHF Preference Dataset Construction
- Principle:Cypress io Cypress DOM Assertion and Interaction
- Principle:Apache Paimon Distributed Write via Ray
Implementations
- Implementation:Microsoft Autogen Studio Auth Context
- Implementation:Treeverse LakeFS Java SDK Model Statement
- Implementation:Explodinggradients Ragas MetricResult Class
- Implementation:Cohere ai Cohere python FinetunedModel Settings
- Implementation:InternLM Lmdeploy KvCacheUtils
- Implementation:TobikoData Sqlmesh Context Plan For Environment
- Implementation:Apache Paimon Snapshot
- Implementation:NVIDIA NeMo Aligner MegatronSD DRaFTP Model
- Implementation:Openai Openai node FineTuning Checkpoints
- Implementation:Bitsandbytes foundation Bitsandbytes XPU SYCL Kernels
Heuristics
- Heuristic:LaurentMazare Tch rs Safetensors Format Preference
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:AUTOMATIC1111 Stable diffusion webui GTX 16 Series FP16 Workaround
- Heuristic:Romsto Speculative Decoding Filler Top K Tuning
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Mbzuai oryx Awesome LLM Post training Reference Citation Cap 200
- Heuristic:Astronomer Astronomer cosmos Static Parser Hang Workaround
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Datahub project Datahub Gradle Task Only
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Apache Flink Node Build Environment
- Environment:Togethercomputer Together python API Credentials
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:FlowiseAI Flowise Queue Mode Environment
- Environment:Arize ai Phoenix OpenTelemetry SDK
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Haosulab ManiSkill Python SAPIEN Core
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Huggingface Diffusers Quantization Environment