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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:CARLA simulator Carla Building from Source
- Workflow:Ggml org Llama cpp OpenAI Compatible Server
- Workflow:Langgenius Dify Plugin Management
- Workflow:Datajuicer Data juicer Dataset Quality Analysis
- Workflow:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Huggingface Optimum Accelerated Inference Pipeline
- Workflow:Hpcaitech ColossalAI Distributed GRPO Training
- Workflow:Apache Druid Streaming Ingestion Management
- Workflow:Zai org CogVideo SAT Finetuning
Principles
- Principle:Openai Openai agents python Function Tool Definition
- Principle:Tensorflow Tfjs Python Model Export
- Principle:Mage ai Mage ai Record Validation and Batching
- Principle:Volcengine Verl Reward Model Scoring
- Principle:Iterative Dvc Parameter Override Definition
- Principle:Pyro ppl Pyro Coalescent Process
- Principle:Apache Dolphinscheduler Connection Pool Management
- Principle:Online ml River Feature Normalization
- Principle:Huggingface Diffusers Conditioning Image Preparation
- Principle:CARLA simulator Carla Content Asset Management
Implementations
- Implementation:Alibaba ROLL I18n Zh Hans Code
- Implementation:MaterializeInc Materialize Zippy Test Framework
- Implementation:Bentoml BentoML Framework PyTorch
- Implementation:Google deepmind Mujoco Render Context Header
- Implementation:Ggml org Llama cpp Conversion Utils
- Implementation:Infiniflow Ragflow ChildrenDelimiterForm Component
- Implementation:Microsoft Semantic kernel CloudEvents App
- Implementation:Ggml org Ggml Cpu powerpc quants
- Implementation:ClickHouse ClickHouse Pdjson Tokenizer
- Implementation:Getgauge Taiko CloseBrowser
Heuristics
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
- Heuristic:DevExpress Testcafe MacOS Browser Launch Serialization
- Heuristic:Deepspeedai DeepSpeed ZeRO Pipeline Incompatibility
- Heuristic:Apache Druid Query Error Suggestion Patterns
- Heuristic:Roboflow Rf detr Small Dataset Oversampling
- Heuristic:EvolvingLMMs Lab Lmms eval Memory Cleanup After Inference
- Heuristic:FMInference FlexLLMGen Weight Compression 4bit
- Heuristic:Diagram of thought Diagram of thought Strict Vs Flexible Critic Rigor
- Heuristic:Run llama Llama index Finetuning Warmup Steps
- Heuristic:VainF Torch Pruning GQA Head Pruning Constraints
Environments
- Environment:Isaac sim IsaacGymEnvs Pip Dependencies
- Environment:Huggingface Datatrove Slurm Cluster Environment
- Environment:DataExpert io Data engineer handbook Python Development Environment
- Environment:Openai Openai python Python 3 9 Plus
- Environment:Danijar Dreamerv3 JAX CUDA
- Environment:Intel Ipex llm RAG LangChain Environment
- Environment:Guardrails ai Guardrails LLM Provider API Keys
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Puppeteer Puppeteer Configuration Environment Variables
- Environment:Microsoft LoRA PyTorch CUDA Environment