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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:Deepspeedai DeepSpeed AutoTP Training
- Workflow:Huggingface Optimum Automatic Tensor Parallelization
- Workflow:Googleapis Python genai Multimodal Content Generation
- Workflow:Cohere ai Cohere python Chat Completion
- Workflow:Huggingface Diffusers Checkpoint Conversion
- Workflow:OpenRLHF OpenRLHF PPO Ray Training
- Workflow:Alibaba MNN Python Model Inference
- Workflow:LMCache LMCache KV Cache Offloading
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Microsoft Semantic kernel Agent Conversation And Orchestration
Principles
- Principle:Avhz RustQuant Probability Distributions
- Principle:Treeverse LakeFS Branch Creation
- Principle:Spotify Luigi Distributed Processing
- Principle:Alibaba ROLL PyTorch Checkpoint Patches
- Principle:Deepset ai Haystack Documentation Navigation Structure
- Principle:Neuml Txtai RAG Query Execution
- Principle:TA Lib Ta lib python Streaming Indicator Computation
- Principle:Cleanlab Cleanlab Multilabel Dataset Health Analysis
- Principle:OpenHands OpenHands Payload Parsing
- Principle:Protectai Llm guard Substring Filtering
Implementations
- Implementation:FlowiseAI Flowise NavCollapse
- Implementation:Volcengine Verl HH RLHF Data Preprocessing
- Implementation:Open compass VLMEvalKit MMHelix Cryptomath Eval
- Implementation:Deepspeedai DeepSpeed Evoformer Kernel Forward
- Implementation:Langfuse Langfuse API Commons Schema
- Implementation:LMCache LMCache Registration Controller
- Implementation:Ggml org Ggml Magika inference
- Implementation:Huggingface Datatrove SentenceDedupSignature
- Implementation:Openai Openai python Shared Responses Model
- Implementation:Scikit learn Scikit learn ComputeClassWeight
Heuristics
- Heuristic:InternLM Lmdeploy KV Quantization Tradeoffs
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:ARISE Initiative Robomimic Checkpoint Selection Strategy
- Heuristic:Hpcaitech ColossalAI Flash Attention Dtype Restriction
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:OWASP Www project top 10 for large language model applications Warning Deprecated Markdown To PDF Convert
- Heuristic:Allenai Open instruct Disable Dropout In RL
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Allenai Open instruct BFloat16 Training
Environments
- Environment:Hiyouga LLaMA Factory FP8 Training Environment
- Environment:Intel Ipex llm Pipeline Parallel Environment
- Environment:Intel Ipex llm CPU Finetuning Environment
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Ray project Ray Python Runtime Environment
- Environment:OpenRLHF OpenRLHF CUDA GPU Environment
- Environment:Sgl project Sglang OpenAI
- Environment:Iamhankai Forest of Thought OpenAI API Credentials
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Eventual Inc Daft AI Provider Dependencies