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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:Hpcaitech ColossalAI Supervised Finetuning
- Workflow:Online ml River Binary Classification Pipeline
- Workflow:Langfuse Langfuse Otel ingestion pipeline
- Workflow:LLMBook zh LLMBook zh github io LoRA Finetuning
- Workflow:Ggml org Llama cpp Interactive Chat
- Workflow:Microsoft Semantic kernel Kernel Setup And Chat Completion
- Workflow:Huggingface Alignment handbook Multi Stage Post Training
- Workflow:Apache Flink Async Sink Lifecycle
- Workflow:Openai CLIP Prompt engineered classification
- Workflow:Langgenius Dify Visual Workflow Builder
Principles
- Principle:Microsoft Autogen Handoff Routing
- Principle:Apache Flink Hybrid Source Initialization
- Principle:Apache Spark Release Finalization
- Principle:Apache Beam Job Preparation
- Principle:Deepspeedai DeepSpeed Tensor Parallel Training
- Principle:Openai Openai agents python Computer Use
- Principle:FlagOpen FlagEmbedding Multimodal Retrieval
- Principle:ContextualAI HALOs Metrics Summarization
- Principle:Princeton nlp SimPO Benchmark Decontamination
- Principle:Pyro ppl Pyro Coalescent Process
Implementations
- Implementation:Datajuicer Data juicer DJ MCP Recipe Flow
- Implementation:LMCache LMCache Base Connector
- Implementation:Haosulab ManiSkill GroundBuilder
- Implementation:LaurentMazare Tch rs PyObject Tensor Bridge
- Implementation:OpenGVLab InternVL LLaVA CLI
- Implementation:InternLM Lmdeploy Gemm MainloopSm80V2
- Implementation:TobikoData Sqlmesh Init Example Project
- Implementation:Alibaba MNN Protobuf ArenaString H
- Implementation:Open compass VLMEvalKit VLMBias
- Implementation:Helicone Helicone MCP Package
Heuristics
- Heuristic:Vibrantlabsai Ragas Temperature Sampling Strategy
- Heuristic:Apache Shardingsphere DDL Refresher Superclass Fallback
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Mbzuai oryx Awesome LLM Post training Depth Limit Recursion At 2
- Heuristic:Microsoft Agent framework Silent Workflow Failures
- Heuristic:MaterializeInc Materialize Dbt Transaction Disable
- Heuristic:Langgenius Dify API Token Single Flight Caching
- Heuristic:Princeton nlp Tree of thought llm Value Caching
- Heuristic:Protectai Llm guard ONNX Runtime Optimization
Environments
- Environment:Neuml Txtai API Server Configuration
- Environment:Huggingface Datatrove IO Dependencies
- Environment:Huggingface Peft Python Core Dependencies
- Environment:Apache Druid Druid Cluster Api
- Environment:Tencent Ncnn Build Environment
- Environment:Haifengl Smile Native BLAS LAPACK ARPACK
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Unstructured IO Unstructured Ingest CLI
- Environment:Heibaiying BigData Notes Hadoop CDH Environment
- Environment:Ggml org Ggml CUDA GPU Environment