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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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Browse by Category
| 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:Deepspeedai DeepSpeed Sequence Parallel Long Context Training
- Workflow:Apache Druid SQL Based Data Ingestion
- Workflow:Allenai Open instruct SFT Finetuning
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:Junyanz Pytorch CycleGAN and pix2pix CycleGAN Training
- Workflow:Hpcaitech ColossalAI DPO Alignment
- Workflow:Ggml org Llama cpp Multimodal Inference
- Workflow:Run llama Llama index OpenAI LLM Finetuning
- Workflow:Recommenders team Recommenders News Recommendation NRMS
- Workflow:ClickHouse ClickHouse Building From Source
Principles
- Principle:Wandb Weave Call Retrieval
- Principle:Langgenius Dify Workflow Execution
- Principle:Spcl Graph of thoughts LLM Prompt Generation
- Principle:Diagram of thought Diagram of thought System Prompt Configuration
- Principle:Farama Foundation Gymnasium Environment Validation
- Principle:Openai Openai node Audio Translation
- Principle:Online ml River Incremental Clustering Interface
- Principle:Farama Foundation Gymnasium Observation Action Space Design
- Principle:Neuml Txtai Document Collection
- Principle:Facebookresearch Habitat lab Structured Config Definition
Implementations
- Implementation:Ucbepic Docetl Directive MapReduceFusion
- Implementation:Huggingface Datasets Load Dataset Streaming
- Implementation:OpenHands OpenHands GitlabView
- Implementation:Arize ai Phoenix Anthropic Adapter
- Implementation:AUTOMATIC1111 Stable diffusion webui Extension Manager
- Implementation:Vllm project Vllm Logprobs
- Implementation:Openai Openai python HTTP Response Handler
- Implementation:Teamcapybara Capybara XPathBuilder
- Implementation:Google deepmind Mujoco CI Build Workflow
- Implementation:Apache Dolphinscheduler Daemon Process Management
Heuristics
- Heuristic:Google deepmind Dm control Tolerance Reward Tuning
- Heuristic:Ucbepic Docetl Rate Limit Exponential Backoff
- Heuristic:Vibrantlabsai Ragas Analytics Silent Failure Pattern
- Heuristic:Trailofbits Fickling Severity Threshold Selection
- Heuristic:SqueezeAILab ETS Lambda Similarity Scaling
- Heuristic:Obss Sahi Class Agnostic vs Per Class NMS
- Heuristic:Huggingface Open r1 Test Batch Early Termination
- Heuristic:LLMBook zh LLMBook zh github io DPO Beta Hyperparameter
- Heuristic:Langgenius Dify SSE Streaming Error Handling
- Heuristic:Sail sg LongSpec TF32 And FP16 Training
Environments
- Environment:Kserve Kserve SRIOV RDMA Network
- Environment:Explodinggradients Ragas Python Runtime Environment
- Environment:Alibaba MNN CPU Build Environment
- Environment:Apache Dolphinscheduler Netty Runtime
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Kserve Kserve Cert Manager
- Environment:Huggingface Diffusers PyTorch CUDA Runtime
- Environment:Triton inference server Server Docker Container Build
- Environment:PacktPublishing LLM Engineers Handbook Python 3 11 Poetry Environment
- Environment:Iamhankai Forest of Thought Python CUDA Runtime