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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:Tencent Ncnn Vulkan GPU Accelerated Inference
- Workflow:Dagster io Dagster DSPy Optimization
- Workflow:Haotian liu LLaVA LoRA Finetuning
- Workflow:MaterializeInc Materialize Upgrade Testing
- Workflow:Kubeflow Kubeflow Platform Deployment
- Workflow:Groq Groq python Batch Processing
- Workflow:Fastai Fastbook Collaborative Filtering
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Haifengl Smile Data Loading Pipeline
- Workflow:DistrictDataLabs Yellowbrick Model Selection and Tuning
Principles
- Principle:AUTOMATIC1111 Stable diffusion webui Diffusion Sampling Methods
- Principle:OWASP Www project top 10 for large language model applications Agentic Architecture Mapping
- Principle:EvolvingLMMs Lab Lmms eval Metric Aggregation
- Principle:Sktime Pytorch forecasting Object Registry
- Principle:Huggingface Datatrove Distributed Inference Orchestration
- Principle:Kubeflow Kubeflow Community Engagement
- Principle:Bitsandbytes foundation Bitsandbytes FSDP 4bit Quantization
- Principle:Guardrails ai Guardrails Server Config Scaffolding
- Principle:Ggml org Llama cpp Perplexity Computation
- Principle:Ollama Ollama LlamaCpp CGo Bridge
Implementations
- Implementation:Facebookresearch Audiocraft Checkpoint Manipulation
- Implementation:Openai Openai python Eval Custom Data Source Config
- Implementation:Heibaiying BigData Notes Job Assembly and Submission
- Implementation:Haosulab ManiSkill XArm6NoGripper
- Implementation:Microsoft Playwright ExpectUtils
- Implementation:CrewAIInc CrewAI Serply Job Search Tool
- Implementation:Ollama Ollama Imagegen Dispatch
- Implementation:Lance format Lance BytePack
- Implementation:Puppeteer Puppeteer DefaultProvider
- Implementation:Huggingface Datatrove InferenceServer
Heuristics
- Heuristic:VainF Torch Pruning AutoGrad Dependency Graph
- Heuristic:Openai Openai agents python MCP Server Lifecycle Management
- Heuristic:Zai org CogVideo Data Preparation Best Practices
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Turboderp org Exllamav2 Paged Cache Configuration
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Image Size Multiple of Four
- Heuristic:Haotian liu LLaVA Image Aspect Ratio Padding Strategy
- Heuristic:Isaac sim IsaacGymEnvs GPU Pipeline Selection
- Heuristic:Datahub project Datahub Validation Across All APIs
Environments
- Environment:Huggingface Trl Quantization Environment
- Environment:Microsoft DeepSpeedExamples SuperOffload Runtime
- Environment:Cohere ai Cohere python Python SDK Runtime
- Environment:Trailofbits Fickling PyTorch
- Environment:Unslothai Unsloth Python Transformers
- Environment:DevExpress Testcafe Chrome Browser
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:Mlflow Mlflow OpenAI LLM Integration Environment
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:NVIDIA NeMo Curator Video Codec Stack