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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:Microsoft LoRA LoRA Integration
- Workflow:Deepset ai Haystack Hybrid Document Search
- Workflow:Google deepmind Mujoco Offscreen video recording
- Workflow:Googleapis Python genai Image Generation Pipeline
- Workflow:Openai Evals Running a single eval
- Workflow:Vespa engine Vespa Logging framework initialization
- Workflow:Ggml org Ggml MNIST Training And Evaluation
- Workflow:Obss Sahi COCO Dataset Slicing
- Workflow:Cypress io Cypress Component Test Execution
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
Principles
- Principle:Promptfoo Promptfoo Data Migration
- Principle:Cypress io Cypress Browser Test Execution
- Principle:Google deepmind Mujoco Model Compilation
- Principle:Fede1024 Rust rdkafka Custom Client Context
- Principle:Deepseek ai Janus VQ VAE Decoding
- Principle:Huggingface Datatrove Text Encoding Repair
- Principle:Langgenius Dify App Initialization
- Principle:Ggml org Llama cpp Speculation Initialization
- Principle:Mistralai Client python Response Processing
- Principle:AUTOMATIC1111 Stable diffusion webui Memory Management
Implementations
- Implementation:Hiyouga LLaMA Factory V1 Batching
- Implementation:Datahub project Datahub PatchTransformer
- Implementation:CARLA simulator Carla MapBuilder Interface
- Implementation:Hpcaitech ColossalAI GPT Evaluate
- Implementation:Apache Paimon ConfigOptionsDocGenerator
- Implementation:Lakeraai Pint benchmark Dataset Loading And Formatting
- Implementation:NVIDIA NeMo Curator DocumentBatch
- Implementation:Interpretml Interpret Objective Framework
- Implementation:Run llama Llama index StructuredLLM
- Implementation:Tensorflow Serving Machine Learning Metadata
Heuristics
- Heuristic:Neuml Txtai Llama Cpp Context Fallback
- Heuristic:Marker Inc Korea AutoRAG Hybrid Retrieval Score Normalization
- Heuristic:Promptfoo Promptfoo WAL Mode Network Filesystem
- Heuristic:Hiyouga LLaMA Factory CUDA Memory Optimization
- Heuristic:Rapidsai Cuml GPU Cache Alignment
- Heuristic:Marker Inc Korea AutoRAG Warning Deprecated Legacy QA Creation
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:Huggingface Optimum Device Offload Constraints
- Heuristic:InternLM Lmdeploy KV Cache Memory Tuning
- Heuristic:EvolvingLMMs Lab Lmms eval Request Caching Strategy
Environments
- Environment:Openai CLIP PyTorch CUDA Runtime
- Environment:Treeverse LakeFS Web UI Environment
- Environment:Microsoft BIPIA OpenAI API Environment
- Environment:Intel Ipex llm RAG LlamaIndex Environment
- Environment:Interpretml Interpret Visualization Environment
- Environment:Marker Inc Korea AutoRAG VLLM Environment
- Environment:Mit han lab Llm awq VILA Multimodal Environment
- Environment:Huggingface Peft Optional Quantization Backends
- Environment:Helicone Helicone Python ClickHouse Migrations
- Environment:Huggingface Datatrove Inference GPU Environment