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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:PrefectHQ Prefect Database Cleanup With Approval
- Workflow:Hiyouga LLaMA Factory Model Export and Merging
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Entry Development
- Workflow:Liu00222 Open Prompt Injection Detection Localization Defense
- Workflow:Vllm project Vllm Offline Text Generation
- Workflow:Microsoft DeepSpeedExamples RLHF Training Pipeline
- Workflow:Ray project Ray Cross Language Invocation
- Workflow:Ggml org Ggml Model Conversion And Quantization
- Workflow:Mlc ai Mlc llm Disaggregated Serving
- Workflow:Huggingface Transformers PEFT Adapter Integration
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Token Management
- Principle:NVIDIA NeMo Curator Web Data Acquisition
- Principle:Bitsandbytes foundation Bitsandbytes FP8 Linear Layer
- Principle:Ray project Ray Application Deployment
- Principle:Huggingface Datatrove Inference Type System
- Principle:Protectai Llm guard Regex Pattern Matching
- Principle:Kornia Kornia ONNX Model Loading
- Principle:CARLA simulator Carla Autopilot Mode
- Principle:DataTalksClub Data engineering zoomcamp Pipeline Containerization
- Principle:Deepspeedai DeepSpeed RLHF Checkpointing
Implementations
- Implementation:LMCache LMCache Lookup Client
- Implementation:Turboderp org Exllamav2 Compat
- Implementation:FlowiseAI Flowise ManageScrapedLinksDialog
- Implementation:Hpcaitech ColossalAI CValuesDataset
- Implementation:Promptfoo Promptfoo Docusaurus Config
- Implementation:Rapidsai Cuml Raft Proto Buffer
- Implementation:LMCache LMCache Pin Monitor
- Implementation:Apache Flink SplitsChange
- Implementation:Getgauge Taiko MouseAction
- Implementation:BerriAI Litellm Safe JSON Dumps
Heuristics
- Heuristic:Openai Openai python Warning Deprecated Eval Stored Completions
- Heuristic:Mlc ai Web llm Penalty Parameter Defaults
- Heuristic:Mage ai Mage ai Record Deduplication Before Batch Export
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:AnswerDotAI RAGatouille Searcher Configuration By Collection Size
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Interpretml Interpret EBM Hyperparameter Tuning Guide
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Evidentlyai Evidently Statistical Test Auto Selection
Environments
- Environment:Ggml org Llama cpp CUDA GPU Environment
- Environment:InternLM Lmdeploy Build From Source
- Environment:Alibaba ROLL Megatron Training Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:PacktPublishing LLM Engineers Handbook AWS SageMaker GPU Environment
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Hpcaitech ColossalAI CUDA GPU Environment
- Environment:Huggingface Alignment handbook Python Transformers
- Environment:Isaac sim IsaacGymEnvs IsaacGym Preview 4
- Environment:Unslothai Unsloth CUDA VLLM