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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:Openai Evals Building a custom eval
- Workflow:Snorkel team Snorkel Multitask Classification
- Workflow:Elevenlabs Elevenlabs python Realtime TTS Streaming
- Workflow:Unslothai Unsloth GRPO Reinforcement Learning
- Workflow:Facebookresearch Audiocraft MusicGen Text To Music Inference
- Workflow:Neuml Txtai RAG Pipeline
- Workflow:Fede1024 Rust rdkafka Async Stream Processing
- Workflow:Princeton nlp Tree of thought llm ToT BFS experiment
- Workflow:Rapidsai Cuml Dimensionality Reduction
- Workflow:AnswerDotAI RAGatouille Document Indexing And Search
Principles
- Principle:Danijar Dreamerv3 Replay Buffer Setup
- Principle:Fede1024 Rust rdkafka Cluster Metadata Inspection
- Principle:Openclaw Openclaw Tool Policy Configuration
- Principle:Elevenlabs Elevenlabs python Voice Selection
- Principle:Protectai Llm guard Topic Filtering
- Principle:Sgl project Sglang Engine Initialization
- Principle:Unslothai Unsloth Model Registry
- Principle:Apache Dolphinscheduler Synchronous RPC Execution
- Principle:Neuml Txtai Production Deployment
- Principle:Kserve Kserve Kubeflow Integration
Implementations
- Implementation:Huggingface Peft Causal LM Data Pipeline
- Implementation:Openai Openai node Vercel Edge Lockfile
- Implementation:Hiyouga LLaMA Factory V1 Data Engine
- Implementation:Ggml org Llama cpp Convert Llama2c To GGML
- Implementation:Sgl project Sglang Launch Server
- Implementation:FMInference FlexLLMGen HELM Install
- Implementation:InternLM Lmdeploy VisionConfig
- Implementation:Predibase Lorax Flash NeoX Modeling
- Implementation:Protectai Llm guard Output MaliciousURLs
- Implementation:ClickHouse ClickHouse TRAP Macro
Heuristics
- Heuristic:Openai Openai agents python GPT 5 Reasoning Settings
- Heuristic:Sail sg LongSpec Tree Shape Configuration
- Heuristic:DevExpress Testcafe Browser Connection Timeouts
- Heuristic:CARLA simulator Carla Walker Spawn Vertical Offset
- Heuristic:Helicone Helicone Provider URL Regex Priority
- Heuristic:Norrrrrrr lyn WAInjectBench L2 Normalize CLIP Embeddings
- Heuristic:Dotnet Machinelearning Text File Sampling Strategy
- Heuristic:CarperAI Trlx Partial Layer Freezing
- Heuristic:Google deepmind Dm control Prop Settling Physics Tuning
- Heuristic:ClickHouse ClickHouse Banned Functions Thread Safety
Environments
- Environment:ARISE Initiative Robomimic PyTorch CUDA Environment
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Huggingface Transformers Python 310 Runtime
- Environment:Apache Flink Python PyFlink Environment
- Environment:Kubeflow Kubeflow Git GitHub Environment
- Environment:Duckdb Duckdb CMake Build Toolchain
- Environment:Fastai Fastbook Jupyter Notebook Environment
- Environment:Kserve Kserve Istio Service Mesh
- Environment:Openai Openai agents python Memory Extensions Dependencies
- Environment:FlagOpen FlagEmbedding GPU Accelerator Environment