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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:Romsto Speculative Decoding Ngram Assisted Speculative Decoding
- Workflow:Apache Shardingsphere Shadow Database Routing
- Workflow:Apache Dolphinscheduler Workflow Execution Lifecycle
- Workflow:Evidentlyai Evidently LLM Evaluation Monitoring
- Workflow:Rapidsai Cuml Time Series Forecasting
- Workflow:Predibase Lorax Single LoRA Inference
- Workflow:Lm sys FastChat MT Bench Evaluation
- Workflow:Groq Groq python Chat Completion
- Workflow:Huggingface Diffusers LoRA Finetuning
- Workflow:Huggingface Diffusers Text to Image Inference
Principles
- Principle:NVIDIA NeMo Curator Text Deduplication
- Principle:Sgl project Sglang Parallel Branching Logic
- Principle:Microsoft Agent framework Sample Validation
- Principle:Arize ai Phoenix Server Side Span Ingestion
- Principle:Evidentlyai Evidently Monitoring UI Launch
- Principle:Isaac sim IsaacGymEnvs 3D Rotation Mathematics
- Principle:Arize ai Phoenix Prompt Versioning
- Principle:Promptfoo Promptfoo Attack Generation
- Principle:Lance format Lance Schema Evolution
- Principle:Liu00222 Open Prompt Injection Causal Influence Analysis
Implementations
- Implementation:Microsoft Playwright BidiNetworkManager
- Implementation:Lance format Lance Java IvfBuildParams
- Implementation:Ollama Ollama Readline History
- Implementation:Farama Foundation Gymnasium Make Vec
- Implementation:Bentoml BentoML Bentoml Api Decorator
- Implementation:Treeverse LakeFS Java SDK Model CompletePresignMultipartUpload
- Implementation:Google deepmind Mujoco Engine Util Misc
- Implementation:Speechbrain Speechbrain Prepare AMI
- Implementation:Haosulab ManiSkill AllegroHandTouch
- Implementation:Turboderp org Exllamav2 ExLlamaV2TokenizerBase
Heuristics
- Heuristic:Sktime Pytorch forecasting Target Normalization Transforms
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Microsoft Playwright Timeout Configuration Tips
- Heuristic:FlagOpen FlagEmbedding Length Sorted Batching
- Heuristic:Apache Dolphinscheduler Gzip Compression Threshold
- Heuristic:Huggingface Transformers Gradient Checkpointing Memory Tradeoff
- Heuristic:MarketSquare Robotframework browser Shared Node Process For Parallel
- Heuristic:Huggingface Alignment handbook Gradient Checkpointing Use Cache
- Heuristic:Fastai Fastbook Random Forest Defaults
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
Environments
- Environment:Huggingface Datasets SQL Dependencies
- Environment:DistrictDataLabs Yellowbrick Python Scikit Learn Environment
- Environment:AnswerDotAI RAGatouille Python ColBERT Dependencies
- Environment:Deepspeedai DeepSpeed Python Runtime Environment
- Environment:BerriAI Litellm Docker Deployment
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Langfuse Langfuse PostgreSQL 17
- Environment:Pyro ppl Pyro Funsor Backend
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Explodinggradients Ragas Google Drive Backend Environment