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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:Helicone Helicone Local Development Setup
- Workflow:Iterative Dvc Plot Visualization
- Workflow:Deepset ai Haystack Document Indexing Pipeline
- Workflow:ARISE Initiative Robomimic Trained Policy Evaluation
- Workflow:Apache Hudi Docker Demo Setup
- Workflow:Recommenders team Recommenders SAR Collaborative Filtering
- Workflow:Isaac sim IsaacGymEnvs Domain Randomization Training
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Lucidrains X transformers Autoregressive Language Modeling
- Workflow:Cleanlab Cleanlab Datalab Dataset Audit
Principles
- Principle:MarketSquare Robotframework browser Browser Context Lifecycle
- Principle:Ggml org Llama cpp Memory Management
- Principle:Haosulab ManiSkill IL Policy Evaluation
- Principle:Kubeflow Pipelines XGBoost Model Prediction
- Principle:Pyro ppl Pyro SVI Training Loop
- Principle:Protectai Llm guard Input Scanner Factory Pattern
- Principle:Apache Shardingsphere Event Listener Registration
- Principle:Trailofbits Fickling Analysis Result Serialization
- Principle:Openai Openai python Image Editing
- Principle:Ggml org Llama cpp Vocabulary System
Implementations
- Implementation:Predibase Lorax Flash Mistral Modeling
- Implementation:Deepspeedai DeepSpeed DeepSpeedEngine Checkpoint
- Implementation:Open compass VLMEvalKit SArena Mini Utils
- Implementation:Microsoft Playwright Client Download
- Implementation:LMCache LMCache Internal API Server
- Implementation:Apache Flink Mapred HadoopOutputFormat
- Implementation:Google deepmind Dm control Manipulator Base
- Implementation:OWASP Www project top 10 for large language model applications Markdown To PDF Convert
- Implementation:Scikit learn Scikit learn NearestNeighbors
- Implementation:CARLA simulator Carla Transform Constructor
Heuristics
- Heuristic:Speechbrain Speechbrain Gradient Clipping Strategy
- Heuristic:FlagOpen FlagEmbedding Gradient Checkpointing Tip
- Heuristic:Infiniflow Ragflow Agent Max Rounds Strategy
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Eric mitchell Direct preference optimization FSDP Batch Size Per GPU
- Heuristic:Apache Kafka Container JMX RMI Port Tip
- Heuristic:SeldonIO Seldon core Kafka Partition Throughput Tip
- Heuristic:Duckdb Duckdb Memory Management Rules
Environments
- Environment:Intel Ipex llm NPU Environment
- Environment:Apache Paimon Optional Extensions
- Environment:Google research Deduplicate text datasets Rust Cargo Build Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Vibrantlabsai Ragas LLM Provider Credentials
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Obss Sahi Python Image Processing
- Environment:Neuml Txtai Python Core Dependencies
- Environment:Evidentlyai Evidently Node Frontend Environment