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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:Snorkel team Snorkel Multitask Classification
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Heibaiying BigData Notes Spark SQL Data Analysis
- Workflow:Nightwatchjs Nightwatch Component Testing
- Workflow:Ray project Ray Build and Release Pipeline
- Workflow:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Lance format Lance Version Management
- Workflow:Dagster io Dagster Dbt Integration
- Workflow:Apache Paimon Vector Similarity Search
- Workflow:SeldonIO Seldon core Model Deployment
Principles
- Principle:OWASP Www project top 10 for large language model applications Threat Modeling Against Top 10
- Principle:Iterative Dvc Experiment Tracking
- Principle:OpenGVLab InternVL LoRA Adapter Merging
- Principle:ClickHouse ClickHouse Base Library Compilation
- Principle:AUTOMATIC1111 Stable diffusion webui Component Reuse
- Principle:CrewAIInc CrewAI Semantic Retrieval
- Principle:Huggingface Peft Prompt Tuning
- Principle:Bitsandbytes foundation Bitsandbytes Paged Optimizer
- Principle:Arize ai Phoenix Dataset Management
- Principle:Neuml Txtai Workflow Scheduling
Implementations
- Implementation:Isaac sim IsaacGymEnvs AllegroKukaTwoArmsBase
- Implementation:Mlc ai Mlc llm Attach Spec Decode Aux
- Implementation:Open compass VLMEvalKit TeleMM2 Wrapper
- Implementation:EvolvingLMMs Lab Lmms eval LLM Judge Protocol
- Implementation:Ggml org Llama cpp ModelBase Write
- Implementation:Apache Druid TaskTableActionDialog
- Implementation:ArroyoSystems Arroyo Execution Engine Start
- Implementation:ARISE Initiative Robosuite Door Environment
- Implementation:Zai org CogVideo VideoDecoder Temporal
- Implementation:Google deepmind Dm control Obs Buffer
Heuristics
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:LLMBook zh LLMBook zh github io Deduplication Ngram Threshold
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Langchain ai Langchain Warning Deprecated AnthropicLLM
- Heuristic:Openai Openai node Warning Deprecated Beta Realtime
- Heuristic:OpenHands OpenHands Clustered Race Condition Prevention
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Lm sys FastChat Tokenizer Offset Correction
Environments
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Gretelai Gretel synthetics TensorFlow GPU Environment
- Environment:Microsoft Autogen Extension Optional Dependencies
- Environment:Duckdb Duckdb Code Formatting Tools
- Environment:Iamhankai Forest of Thought Python CUDA Runtime
- Environment:OpenRLHF OpenRLHF Ray Distributed Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:PacktPublishing LLM Engineers Handbook Docker MongoDB Qdrant Infrastructure
- Environment:Pyro ppl Pyro Distributed Training
- Environment:Isaac sim IsaacGymEnvs Python CUDA Runtime