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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:Turboderp org Exllamav2 Multimodal Vision Inference
- Workflow:Ucbepic Docetl Long Document Chunking
- Workflow:Volcengine Verl GRPO Training Pipeline
- Workflow:Microsoft Agent framework Multi Agent Concurrent Orchestration
- Workflow:Datahub project Datahub Java SDK V2 Entity Management
- Workflow:Openai Openai python Chat Completion
- Workflow:Mlc ai Mlc llm Python Engine Inference
- Workflow:Intel Ipex llm Pipeline Parallel Inference
- Workflow:Arize ai Phoenix Span Annotation Pipeline
- Workflow:EvolvingLMMs Lab Lmms eval Distributed Multi GPU Evaluation
Principles
- Principle:Marker Inc Korea AutoRAG Deployment Mode Selection
- Principle:Fastai Fastbook Embedding Analysis
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Bitsandbytes foundation Bitsandbytes 8bit Quantization Configuration
- Principle:NVIDIA NeMo Aligner REINFORCE Training
- Principle:Tensorflow Serving Target Interface
- Principle:Predibase Lorax Production Observability
- Principle:ARISE Initiative Robosuite Gripper Control Abstraction
- Principle:Avhz RustQuant Yield Curve Construction
- Principle:Triton inference server Server Ensemble Configuration
Implementations
- Implementation:Protectai Llm guard PromptInjection
- Implementation:Mlc ai Mlc llm Radix Tree Header
- Implementation:Turboderp org Exllamav2 ExLlamaV2Config
- Implementation:Bentoml BentoML GRPC Utils
- Implementation:Axolotl ai cloud Axolotl Dynamic Dependencies
- Implementation:OpenHands OpenHands SaaSGitLabService
- Implementation:Google deepmind Mujoco WASM Bindings Template
- Implementation:Speechbrain Speechbrain Train PeoplesSpeech
- Implementation:NVIDIA NeMo Curator CosmosEmbed1Model
- Implementation:Neuml Txtai Torch ANN
Heuristics
- Heuristic:Duckdb Duckdb Unity Build Strategy
- Heuristic:Huggingface Optimum Dummy Input Shape Defaults
- Heuristic:Bentoml BentoML Adaptive Batching Tuning
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Triton inference server Server Server Default Configuration
- Heuristic:Huggingface Peft Gradient Checkpointing With Quantization
- Heuristic:AnswerDotAI RAGatouille Collection Size Index Tuning
- Heuristic:Facebookresearch Audiocraft Codebook Dead Code Expiration
- Heuristic:ContextualAI HALOs Humanline Clamping
- Heuristic:Apache Kafka Container JMX RMI Port Tip
Environments
- Environment:Facebookresearch Habitat lab SLURM Distributed Environment
- Environment:Microsoft Agent framework Core Package Dependencies
- Environment:Wandb Weave LLM Integration Dependencies
- Environment:Lm sys FastChat GPU CUDA Inference
- Environment:Roboflow Rf detr Roboflow Deployment Credentials
- Environment:Huggingface Trl vLLM Generation Environment
- Environment:Microsoft DeepSpeedExamples ZeRO Inference Runtime
- Environment:Deepseek ai Janus JanusFlow Diffusers Environment
- Environment:Liu00222 Open Prompt Injection Python Dependencies
- Environment:Apache Kafka Committer Tools Environment