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1,118
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:Open compass VLMEvalKit Video Benchmark Evaluation
- Workflow:PeterL1n BackgroundMattingV2 Training pipeline
- Workflow:DataExpert io Data engineer handbook PySpark Iceberg Job Execution
- Workflow:Sdv dev SDV Multi table synthesis
- Workflow:Apache Spark Kubernetes Deployment
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:ClickHouse ClickHouse Building From Source
- Workflow:Guardrails ai Guardrails Structured Data Generation
- Workflow:ARISE Initiative Robosuite Domain Randomization Training
- Workflow:Lm sys FastChat Vicuna SFT Finetuning
Principles
- Principle:Mit han lab Llm awq AWQ HuggingFace Export
- Principle:Truera Trulens Feedback Display Formatting
- Principle:Volcengine Verl RLHF Data Preparation
- Principle:Zai org CogVideo Parallel Video Generation
- Principle:Hpcaitech ColossalAI Tokenizer Vocabulary Expansion
- Principle:FlowiseAI Flowise Role Based Access Control
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:Rapidsai Cuml Support Vector Machines
- Principle:PacktPublishing LLM Engineers Handbook Query Expansion
- Principle:Puppeteer Puppeteer Dynamic Content Waiting
Implementations
- Implementation:Datajuicer Data juicer Multimodal Utils
- Implementation:Openai Openai python Response Input Param
- Implementation:Hiyouga LLaMA Factory LongLoRA
- Implementation:OpenGVLab InternVL LlavaMptForCausalLM
- Implementation:Haosulab ManiSkill RoboCasaStove
- Implementation:Roboflow Rf detr RFDETR Size Variants
- Implementation:Mlc ai Mlc llm Auto Config
- Implementation:Huggingface Datasets HDF5 Builder
- Implementation:Protectai Llm guard Output Language
- Implementation:Trailofbits Fickling Create Malicious Dataset
Heuristics
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Trailofbits Fickling Force Flag Bypass
- Heuristic:Openai Whisper Temperature Fallback Strategy
- Heuristic:Ggml org Ggml Gradient Accumulation Batch Sizing
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Hiyouga LLaMA Factory LoRA DDP Configuration
- Heuristic:Rapidsai Cuml Float64 Kernel Stability
- Heuristic:FlagOpen FlagEmbedding Temperature Scaling Tip
- Heuristic:OpenRLHF OpenRLHF Value Head ZeRO3 Init Tip
- Heuristic:Togethercomputer Together python Repetition Penalty Conflict
Environments
- Environment:Sgl project Sglang ROCm
- Environment:CarperAI Trlx DeepSpeed Multi GPU
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Mistralai Client python Azure Deployment Environment
- Environment:Openai Openai agents python LiteLLM Dependencies
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Anthropics Anthropic sdk python AWS Bedrock Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:NVIDIA DALI CMake Build Environment
- Environment:Lance format Lance Python Environment