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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:Axolotl ai cloud Axolotl Full Finetuning Distributed
- Workflow:EvolvingLMMs Lab Lmms eval Custom Task Creation
- Workflow:Datahub project Datahub Metadata Actions Pipeline
- Workflow:Truera Trulens RAG With Guardrails
- Workflow:Predibase Lorax Server Deployment
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Protectai Modelscan CLI Model Scanning
- Workflow:Neuml Txtai Pipeline Workflow Chaining
- Workflow:Apache Shardingsphere Metadata DDL Refresh
- Workflow:Google research Deduplicate text datasets Wiki40B TFDS deduplication
Principles
- Principle:Scikit learn Scikit learn Anomaly Detection
- Principle:FlagOpen FlagEmbedding Distributed Reranker Training
- Principle:Spotify Luigi Static Type Checking
- Principle:Apache Beam Pipeline Event Reporting
- Principle:Risingwavelabs Risingwave Iceberg Sink Integration
- Principle:Microsoft Onnxruntime Checkpoint Saving
- Principle:Helicone Helicone Proxy Interception
- Principle:NVIDIA TransformerEngine Gemma Weight Loading
- Principle:Protectai Llm guard Invisible Text Detection
- Principle:Interpretml Interpret Classification Performance Curves
Implementations
- Implementation:Scikit learn contrib Imbalanced learn classification report imbalanced
- Implementation:Romsto Speculative Decoding Autoregressive Generate
- Implementation:Datajuicer Data juicer Config All Yaml
- Implementation:DataTalksClub Data engineering zoomcamp Web To GCS Upload
- Implementation:ChenghaoMou Text dedup MinHash Check False Positives
- Implementation:EvolvingLMMs Lab Lmms eval MME CoT Utils
- Implementation:Nightwatchjs Nightwatch Cucumber CLI Execution
- Implementation:Neuml Txtai HuggingFace LLM
- Implementation:Eventual Inc Daft Utils
- Implementation:Huggingface Trl PPOTrainer Save Generate
Heuristics
- Heuristic:Heibaiying BigData Notes Hive ORC Parquet Storage Tip
- Heuristic:Mage ai Mage ai HTTP Request Timeout Defaults
- Heuristic:Vllm project Vllm GPU Memory Utilization Tuning
- Heuristic:DevExpress Testcafe Window Resize Correction
- Heuristic:ARISE Initiative Robosuite Domain Randomization Tuning
- Heuristic:ChenghaoMou Text dedup Mersenne Prime Backward Compatibility
- Heuristic:Apache Dolphinscheduler HikariCP Pool Tuning
- Heuristic:Triton inference server Server Model Instance Scaling
- Heuristic:Nightwatchjs Nightwatch Safari Parallel Limitation
- Heuristic:Mlflow Mlflow Nested Run Organization
Environments
- Environment:Snorkel team Snorkel PyTorch
- Environment:Openai Whisper Triton
- Environment:Microsoft Playwright Node Runtime Environment
- Environment:Recommenders team Recommenders GPU CUDA Environment
- Environment:LMCache LMCache VLLM Serving Engine
- Environment:Anthropics Anthropic sdk python Azure Foundry Environment
- Environment:Tensorflow Serving Kubernetes Deployment Environment
- Environment:Helicone Helicone Node 20 TypeScript Runtime
- Environment:Intel Ipex llm Portable Environment
- Environment:Ollama Ollama Go Runtime