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Workflows
7,697
Principles
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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:Apache Airflow Kubernetes Deployment via Helm
- Workflow:Bigscience workshop Petals Server Contribution
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Elevenlabs Elevenlabs python Conversational AI Agent
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:OpenHands OpenHands Conversation Lifecycle Management
- Workflow:Spotify Luigi Spark Processing Pipeline
- Workflow:Openai Whisper Language Detection And Decoding
- Workflow:Lance format Lance Version Management
- Workflow:Romsto Speculative Decoding Interactive CLI Comparison
Principles
- Principle:Scikit learn Scikit learn Column Composition
- Principle:Bitsandbytes foundation Bitsandbytes FSDP Quant State Recovery
- Principle:Triton inference server Server QA Trace Analysis
- Principle:Snorkel team Snorkel Task Operation Definition
- Principle:Astronomer Astronomer cosmos Graph Entity Model
- Principle:CarperAI Trlx SFT Configuration
- Principle:AUTOMATIC1111 Stable diffusion webui Frontend Architecture
- Principle:Ollama Ollama Inference Pipeline
- Principle:Ggml org Llama cpp Input Provenance Tracking
- Principle:Pyro ppl Pyro Neural Transport
Implementations
- Implementation:Open compass VLMEvalKit SFE
- Implementation:Online ml River Linear Model PA
- Implementation:Avhz RustQuant OrderType
- Implementation:Treeverse LakeFS Commit With Hooks
- Implementation:ContextualAI HALOs Alignment Trainers
- Implementation:Avhz RustQuant Newton Raphson
- Implementation:Explodinggradients Ragas StringMetrics Module
- Implementation:Obss Sahi Export Cfg As Yaml
- Implementation:Allenai Open instruct OLMo2 1124 Dev Scripts
- Implementation:Evidentlyai Evidently LLM Models
Heuristics
- Heuristic:Ggml org Ggml Sampling Parameter Defaults
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Ggml org Ggml Thread Count Selection
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Kubeflow Kubeflow Kustomize Build Pipe Apply Pattern
- Heuristic:Princeton nlp SimPO BOS Token Handling
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:Mlc ai Mlc llm FlashInfer KV Cache Fallback
- Heuristic:OpenGVLab InternVL LoRA Alpha Scaling
Environments
- Environment:Promptfoo Promptfoo Python Runtime
- Environment:Triton inference server Server TRT LLM Deployment
- Environment:Microsoft DeepSpeedExamples CIFAR10 Training Environment
- Environment:Vllm project Vllm CUDA Runtime
- Environment:Vllm project Vllm ROCm
- Environment:BerriAI Litellm Provider API Credentials
- Environment:Pola rs Polars GPU Execution Environment
- Environment:Pola rs Polars Rust Build Environment
- Environment:Microsoft BIPIA DeepSpeed Finetuning Environment
- Environment:Fastai Fastbook Python FastAI Environment