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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:Openai Openai node Fine Tuning
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:Princeton nlp Tree of thought llm Baseline comparison
- Workflow:Nightwatchjs Nightwatch Page Object Pattern
- Workflow:PeterL1n BackgroundMattingV2 Model export
- Workflow:Apache Hudi Flink Table Clustering
- Workflow:Lance format Lance Dataset Lifecycle
- Workflow:Neuml Txtai Workflow Orchestration
- Workflow:Confident ai Deepeval End to End LLM Evaluation
Principles
- Principle:Iterative Dvc DVC Metafile Serialization
- Principle:Mlc ai Web llm Text Embedding Generation
- Principle:PacktPublishing LLM Engineers Handbook Document Cleaning
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Ggml org Llama cpp Common Infrastructure
- Principle:Infiniflow Ragflow Knowledge Base Creation
- Principle:FMInference FlexLLMGen Baseline Benchmark Orchestration
- Principle:Huggingface Optimum Dummy Input Generation
- Principle:Mlc ai Mlc llm Compiled Artifact Validation
- Principle:Treeverse LakeFS S3 Data Reading
Implementations
- Implementation:Vllm project Vllm CPU Torch Bindings
- Implementation:OpenHands OpenHands DaytonaRuntime Start Action Server
- Implementation:Recommenders team Recommenders TfidfRecommender
- Implementation:Speechbrain Speechbrain Prepare ESC50
- Implementation:Danijar Dreamerv3 Parallel Replay
- Implementation:Facebookresearch Habitat lab EqaDataset
- Implementation:Apache Druid ServicesCard
- Implementation:LaurentMazare Tch rs Tokenizer From File
- Implementation:FMInference FlexLLMGen HELM Metric Evaluate
- Implementation:Run llama Llama index Command Line Mappings
Heuristics
- Heuristic:FlowiseAI Flowise Heap Memory Configuration
- Heuristic:TA Lib Ta lib python Thread Safety With Abstract API
- Heuristic:Isaac sim IsaacGymEnvs Determinism Performance Tradeoff
- Heuristic:Zai org CogVideo LoRA Configuration Tips
- Heuristic:Langfuse Langfuse BullMQ Retry Strategy Patterns
- Heuristic:Neuml Txtai Faiss Index Sizing Tip
- Heuristic:Lm sys FastChat Greedy Decoding Temperature Threshold
- Heuristic:OpenRLHF OpenRLHF Gradient Checkpointing Memory Tip
- Heuristic:VainF Torch Pruning Pruning Ratio vs Parameter Ratio
- Heuristic:Zai org CogVideo Scheduler and Guidance Selection
Environments
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:ArroyoSystems Arroyo Kubernetes Deployment
- Environment:Zai org CogVideo Diffusers Finetuning Environment
- Environment:Run llama Llama index Fsspec Remote Storage
- Environment:Zai org CogVideo Diffusers Inference Environment
- Environment:Ray project Ray Docker GPU Environment
- Environment:Romsto Speculative Decoding CUDA PyTorch
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Speechbrain Speechbrain Speech Enhancement Dependencies
- Environment:Nautechsystems Nautilus trader Databento API Credentials