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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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|---|---|---|
| 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:Spotify Luigi Central Scheduler Deployment
- Workflow:BerriAI Litellm Fine Tuning Job
- Workflow:Truera Trulens RAG Evaluation With LangChain
- Workflow:LLMBook zh LLMBook zh github io Data Preprocessing Pipeline
- Workflow:Intel Ipex llm DPO Finetuning
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Bigscience workshop Petals Distributed Text Generation
- Workflow:Openclaw Openclaw Agent Message Loop
- Workflow:Apache Hudi Flink MOR Compaction
- Workflow:Turboderp org Exllamav2 Text Generation
Principles
- Principle:Intel Ipex llm NPU Model Quantization
- Principle:ARISE Initiative Robosuite Dynamics Randomization
- Principle:Ollama Ollama ModelArchitecture
- Principle:Helicone Helicone Provider Definition
- Principle:Apache Dolphinscheduler Task Lifecycle Event Tracking
- Principle:Groq Groq python Audio Transcription Request
- Principle:FlagOpen FlagEmbedding Retrieval Augmented Evaluation
- Principle:Openai Openai python Audio Playback
- Principle:Norrrrrrr lyn WAInjectBench GPU Device Placement
- Principle:Heibaiying BigData Notes Kafka Producer Configuration
Implementations
- Implementation:Evidentlyai Evidently DriftedColumnsCount MissingValueCount
- Implementation:Open compass VLMEvalKit OlympiadBench Utils
- Implementation:NVIDIA DALI Train Function PyTorch
- Implementation:Hiyouga LLaMA Factory PT Workflow
- Implementation:Kornia Kornia Histogram
- Implementation:Apache Dolphinscheduler ITaskExecutorEventListener Callbacks
- Implementation:Axolotl ai cloud Axolotl Dynamic Dependencies
- Implementation:Zai org CogVideo LookupFreeQuantization
- Implementation:Openai Evals GeminiSolver
- Implementation:ContextualAI HALOs LM Eval CLI
Heuristics
- Heuristic:Apache Paimon Vector Index Configuration Tips
- Heuristic:Anthropics Anthropic sdk python Warning Deprecated LegacyAPIResponse
- Heuristic:Cypress io Cypress Xvfb Display Gotcha
- Heuristic:LMCache LMCache Memory Fragmentation Budget
- Heuristic:Apache Spark Build Fallback Strategies
- Heuristic:Haotian liu LLaVA Flash Attention GPU Requirement
- Heuristic:Trailofbits Fickling Injection Mode Selection
- Heuristic:NVIDIA NeMo Aligner Adam State Offloading Tip
- Heuristic:ArroyoSystems Arroyo Worker Heartbeat Timeout
- Heuristic:LMCache LMCache Health Monitor Thresholds
Environments
- Environment:Sgl project Sglang Prometheus
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:FlagOpen FlagEmbedding Finetuning Environment
- Environment:Openai Evals Python Runtime
- Environment:Cleanlab Cleanlab Image Quality Dependencies
- Environment:Huggingface Trl PEFT LoRA Environment
- Environment:Lance format Lance SIMD And Platform Requirements
- Environment:Mlc ai Mlc llm TVM Runtime Environment
- Environment:Apache Shardingsphere ZooKeeper Cluster Coordination