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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:LaurentMazare Tch rs MNIST Training
- Workflow:Romsto Speculative Decoding Speculative Decoding Inference
- Workflow:Ggml org Llama cpp Model Quantization
- Workflow:Alibaba ROLL Knowledge Distillation Pipeline
- Workflow:Intel Ipex llm LoRA Finetuning
- Workflow:Sail sg LongSpec GLIDE Draft Model Training
- Workflow:Huggingface Transformers Model Training With Trainer
- Workflow:Kornia Kornia Image Stitching Panorama
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
Principles
- Principle:Datajuicer Data juicer Ray Cluster Initialization
- Principle:FlowiseAI Flowise Docker Deployment
- Principle:Rapidsai Cuml Linear Model Fitting
- Principle:MarketSquare Robotframework browser Custom Keyword Invocation
- Principle:Microsoft DeepSpeedExamples Inference Performance Measurement
- Principle:OpenRLHF OpenRLHF Causal LM Actor Loading
- Principle:Ollama Ollama GGUF Model Conversion Mistral
- Principle:Microsoft Agent framework Agent Factory Configuration
- Principle:DataTalksClub Data engineering zoomcamp Data Deduplication
- Principle:Lucidrains X transformers Autoregressive Text Generation
Implementations
- Implementation:Heibaiying BigData Notes ConnectionFactory CreateConnection
- Implementation:Axolotl ai cloud Axolotl Load Datasets
- Implementation:Recommenders team Recommenders BaseModel Run Fast Eval
- Implementation:Lance format Lance Cleanup Old Versions
- Implementation:Huggingface Datasets Extension To Module
- Implementation:Facebookresearch Audiocraft RelativeVolumeMel
- Implementation:Datahub project Datahub ProtobufExtensionFieldVisitor
- Implementation:InternLM Lmdeploy Auto Awq
- Implementation:Truera Trulens Block Input Decorator
- Implementation:Tensorflow Tfjs Advanced Activations
Heuristics
- Heuristic:Dagster io Dagster Record Over Dataclass
- Heuristic:Langfuse Langfuse Eval Loop Prevention
- Heuristic:CrewAIInc CrewAI MCP Timeout And Retry Strategy
- Heuristic:Huggingface Transformers Label Smoothing Multi Label Warning
- Heuristic:Lakeraai Pint benchmark Optimal Configuration Selection
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Langchain ai Langgraph Stream Mode Selection
- Heuristic:Openclaw Openclaw WebSocket Reconnection And Session Cleanup
- Heuristic:Intel Ipex llm QLoRA Training Hyperparameters
Environments
- Environment:Sail sg LongSpec Inference Environment
- Environment:Datahub project Datahub Java Build
- Environment:Huggingface Alignment handbook DeepSpeed Multi Node
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Helicone Helicone Docker Compose Infrastructure
- Environment:Wandb Weave Python SDK Runtime
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:Intel Ipex llm XPU Finetuning Environment
- Environment:Vespa engine Vespa Java 17 Build Runtime
- Environment:Kserve Kserve VLLM Runtime