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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 Scikit learn Supervised Classification
- Workflow:Mlc ai Web llm Chrome Extension Integration
- Workflow:Openai Openai agents python Human In The Loop Approval
- Workflow:PeterL1n BackgroundMattingV2 Video matting inference
- Workflow:Wandb Weave Tracing Setup
- Workflow:Huggingface Trl PPO RLHF Training
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Speechbrain Speechbrain Whisper ASR Finetuning
- Workflow:Evidentlyai Evidently Data Drift Monitoring
- Workflow:OWASP Www project top 10 for large language model applications Vulnerability Translation
Principles
- Principle:Promptfoo Promptfoo Documentation Site
- Principle:Farama Foundation Gymnasium Passive Environment Validation
- Principle:Deepspeedai DeepSpeed Pipeline Module Construction
- Principle:Huggingface Datasets TF Dataset Creation
- Principle:Vllm project Vllm Server Metrics Monitoring
- Principle:ClickHouse ClickHouse Lightweight JSON Parsing
- Principle:Cypress io Cypress Component Mounting
- Principle:Cypress io Cypress CI Environment Configuration
- Principle:Marker Inc Korea AutoRAG Serve And Monitor
- Principle:EvolvingLMMs Lab Lmms eval Model Inference
Implementations
- Implementation:Open compass VLMEvalKit Video Holmes
- Implementation:Run llama Llama index Node Recency Postprocessors
- Implementation:Mlflow Mlflow Prompt Version Entity
- Implementation:Treeverse LakeFS PrepareGarbageCollectionCommits
- Implementation:Apache Paimon TableType
- Implementation:Haosulab ManiSkill ActorBuilder TableSceneBuilder
- Implementation:Ggml org Ggml Magika inference
- Implementation:BerriAI Litellm Weights Biases Logger
- Implementation:Interpretml Interpret Harmonize Tensor
- Implementation:Apache Spark SparkAppHandle
Heuristics
- Heuristic:Zai org CogVideo Memory Optimization Strategies
- Heuristic:Facebookresearch Habitat lab Mini Batch Environment Divisibility
- Heuristic:Avdvg InjectGuard Sim K Threshold Tuning
- Heuristic:Kornia Kornia Morphology Engine Selection
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Predibase Lorax Warning Deprecated BitsAndBytes 8bit
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Marker Inc Korea AutoRAG Passage Filter Safety Minimum
- Heuristic:Huggingface Trl QLoRA BF16 Adapter Casting
- Heuristic:Puppeteer Puppeteer Navigation Race Condition Avoidance
Environments
- Environment:Anthropics Anthropic sdk python Python SDK Core Environment
- Environment:DataTalksClub Data engineering zoomcamp PySpark Batch Environment
- Environment:PacktPublishing LLM Engineers Handbook API Credentials
- Environment:Gretelai Gretel synthetics PyTorch CUDA Environment
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Google research Deduplicate text datasets Python TFDS Environment
- Environment:Intel Ipex llm NPU Cpp Environment
- Environment:Scikit learn contrib Imbalanced learn Keras TensorFlow
- Environment:Pytorch Serve DeepSpeed Environment
- Environment:Diagram of thought Diagram of thought LLM API