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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:Datajuicer Data juicer LLM Powered Data Generation
- Workflow:NVIDIA TransformerEngine Comm GEMM Overlap Training
- Workflow:ChenghaoMou Text dedup Suffix Array Deduplication
- Workflow:AUTOMATIC1111 Stable diffusion webui Text to image generation
- Workflow:Langgenius Dify RAG Pipeline Development
- Workflow:MarketSquare Robotframework browser Library Development and Release
- Workflow:Mlfoundations Open flamingo Model Creation And Inference
- Workflow:Haosulab ManiSkill Motion Planning Demo Generation
- Workflow:Neuml Txtai Semantic Search Pipeline
- Workflow:Microsoft Playwright Browser automation CLI
Principles
- Principle:Huggingface Alignment handbook Chat Template Configuration
- Principle:Farama Foundation Gymnasium Classic Control Environments
- Principle:PacktPublishing LLM Engineers Handbook LoRA Adapter Injection
- Principle:Shiyu coder Kronos Autoregressive Token Generation
- Principle:Guardrails ai Guardrails Guard Validator Composition
- Principle:Apache Flink Rolling Policy
- Principle:AUTOMATIC1111 Stable diffusion webui Extra Networks Framework
- Principle:Tencent Ncnn SSD Object Detection
- Principle:Huggingface Alignment handbook Dataset Loading
- Principle:Apache Paimon Ingestion Verification
Implementations
- Implementation:Microsoft LoRA Run Chinese Ref
- Implementation:Microsoft Playwright Client Input
- Implementation:Heibaiying BigData Notes TopologyBuilder Usage
- Implementation:Allenai Open instruct Contamination Indexer
- Implementation:Deepseek ai Janus Load Pil Images
- Implementation:NVIDIA DALI EfficientDet HParams
- Implementation:Apache Hudi CompactionCommitSink Invoke
- Implementation:NVIDIA TransformerEngine Fused Attn Dispatch
- Implementation:Neuml Txtai IVFSparse ANN
- Implementation:DistrictDataLabs Yellowbrick Download CLI
Heuristics
- Heuristic:Alibaba ROLL GPU Memory Offload Strategy
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Lm sys FastChat Flash Attention GPU Requirements
- Heuristic:Liu00222 Open Prompt Injection Cosine Similarity Segmentation Threshold
- Heuristic:Puppeteer Puppeteer Headless Linux Requirements
- Heuristic:Isaac sim IsaacGymEnvs Factory Velocity Limits
- Heuristic:Lm sys FastChat GPU Memory Allocation Strategy
- Heuristic:OWASP Www project top 10 for large language model applications Sandbox Containerization Pattern
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:PacktPublishing LLM Engineers Handbook Dataset Generation Quality Filters
Environments
- Environment:Kubeflow Kubeflow Kubernetes Cluster Environment
- Environment:Bitsandbytes foundation Bitsandbytes XPU SYCL Runtime
- Environment:Apache Hudi Flink Runtime Environment
- Environment:Neuml Txtai Python Core Environment
- Environment:MarketSquare Robotframework browser Python Runtime
- Environment:EvolvingLMMs Lab Lmms eval API Credentials Environment
- Environment:Huggingface Transformers PEFT Adapter Env
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Sail sg LongSpec Training Environment
- Environment:Heibaiying BigData Notes HBase Environment