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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:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Langfuse Langfuse Batch export pipeline
- Workflow:Deepspeedai DeepSpeed ZeRO Distributed Training
- Workflow:NVIDIA DALI Object Detection Training TensorFlow
- Workflow:Togethercomputer Together python Fine Tuning
- Workflow:Vespa engine Vespa Document indexing pipeline
- Workflow:Langfuse Langfuse Prompt management lifecycle
- Workflow:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Groq Groq python Text To Speech
- Workflow:Deepspeedai DeepSpeed Hybrid Engine RLHF Training
Principles
- Principle:Langfuse Langfuse OTel S3 Upload and Queue Dispatch
- Principle:Webdriverio Webdriverio ElementChaining
- Principle:Romsto Speculative Decoding Ngram Storage
- Principle:Volcengine Verl Evaluation And Checkpointing
- Principle:Ggml org Llama cpp Draft Model Loading
- Principle:MaterializeInc Materialize Version Resolution
- Principle:Deepset ai Haystack Document Data Model
- Principle:Apache Spark Container Image Build
- Principle:Online ml River Online Linear Regression
- Principle:Google deepmind Mujoco Simulation State Initialization
Implementations
- Implementation:Ollama Ollama Llama Vocab Types
- Implementation:Helicone Helicone MCP Flatten Types
- Implementation:Bentoml BentoML Public API Module
- Implementation:Microsoft Agent framework YAML Agent Definition Schema
- Implementation:Zai org CogVideo DDIM CogVideoXPipeline From Pretrained
- Implementation:Microsoft Playwright Client Video
- Implementation:PacktPublishing LLM Engineers Handbook VectorBaseDocument Bulk Insert
- Implementation:Protectai Llm guard Output BanCode
- Implementation:Treeverse LakeFS Esti Test Utilities
- Implementation:Microsoft LoRA Style Doc
Heuristics
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:Recommenders team Recommenders TensorFlow Session Ordering
- Heuristic:PacktPublishing LLM Engineers Handbook DPO Training Configuration
- Heuristic:Googleapis Python genai AFC Max Remote Calls Limit
- Heuristic:Norrrrrrr lyn WAInjectBench NaN Inf Fallback FP32 Recovery
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:Volcengine Verl FSDP Mixed Precision Init
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Rapidsai Cuml Quantile Split Differences
Environments
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Langchain ai Langgraph Python Runtime Environment
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:NVIDIA NeMo Aligner PyTriton Serving Environment
- Environment:Shiyu coder Kronos Comet ML Logging
- Environment:Sgl project Sglang Performance Dashboard
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:Kubeflow Pipelines Python SDK