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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:Scikit learn contrib Imbalanced learn Ensemble Imbalanced Classification
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Farama Foundation Gymnasium Custom Environment Creation
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Deepseek ai Janus Multimodal Understanding
- Workflow:Haosulab ManiSkill Imitation Learning Pipeline
- Workflow:FMInference FlexLLMGen Data Wrangling Batch Inference
- Workflow:Roboflow Rf detr Object Detection Inference
Principles
- Principle:Axolotl ai cloud Axolotl DPO Training Execution
- Principle:Scikit learn contrib Imbalanced learn Combined Over Under Sampling
- Principle:Zai org CogVideo Scheduler Configuration
- Principle:Microsoft Autogen Model Client Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Network file discovery
- Principle:NVIDIA NeMo Curator Video Frame Extraction
- Principle:Deepseek ai Janus JanusFlow Model Loading
- Principle:MaterializeInc Materialize Docker Image Building
- Principle:Nightwatchjs Nightwatch Client Initialization
- Principle:ArroyoSystems Arroyo Connection Testing
Implementations
- Implementation:Ollama Ollama Imagegen Transfer
- Implementation:Avhz RustQuant HullWhite Process
- Implementation:Ggml org Llama cpp Unicode Header
- Implementation:AUTOMATIC1111 Stable diffusion webui StableDiffusionProcessingTxt2Img
- Implementation:FlowiseAI Flowise VariablesView
- Implementation:Apache Spark UI Test NPM Lock
- Implementation:Open compass VLMEvalKit WeMath Utils
- Implementation:Unslothai Unsloth MoE Ops
- Implementation:Recommenders team Recommenders Benchmark Predict And Recommend
- Implementation:Explodinggradients Ragas DataCompyScore Metric
Heuristics
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:Datahub project Datahub Venv Copies Mode
- Heuristic:Neuml Txtai Memory Streaming Optimization
- Heuristic:DevExpress Testcafe Docker Chrome Tab Retry
- Heuristic:LLMBook zh LLMBook zh github io IGNORE INDEX Loss Masking
- Heuristic:Pytorch Serve Batch Size Tuning
- Heuristic:Datahub project Datahub Secret Handling And Deprecation Patterns
- Heuristic:DevExpress Testcafe Video Encoding Defaults
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Vllm project Vllm Attention Backend Selection
Environments
- Environment:Elevenlabs Elevenlabs python Python Httpx
- Environment:MaterializeInc Materialize Dbt Materialize Runtime
- Environment:Kubeflow Kubeflow Python KFP SDK Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:PacktPublishing LLM Engineers Handbook VLLM Evaluation Environment
- Environment:ARISE Initiative Robomimic HDF5 Data Dependencies
- Environment:Volcengine Verl Ray Distributed Environment
- Environment:Google research Deduplicate text datasets Python HuggingFace Environment
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:Heibaiying BigData Notes Hadoop CDH Environment