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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:Openclaw Openclaw Gateway Operations And Diagnostics
- Workflow:Kornia Kornia Differentiable Image Augmentation
- Workflow:Pola rs Polars Time Series Analysis
- Workflow:Openai Openai node Fine Tuning
- Workflow:MarketSquare Robotframework browser Installation and Setup
- Workflow:Run llama Llama index Embedding Finetuning
- Workflow:Huggingface Peft Seq2Seq AdaLoRA Finetuning
- Workflow:Sdv dev SDV Data quality evaluation
- Workflow:Online ml River Streaming Anomaly Detection
- Workflow:Sail sg LongSpec Speculative Decoding Inference
Principles
- Principle:LLMBook zh LLMBook zh github io PEFT LoRA Configuration
- Principle:Googleapis Python genai Pagination
- Principle:Google deepmind Mujoco Composite Rigid Body
- Principle:Wandb Weave Dataset Preparation
- Principle:Allenai Open instruct Causal LM Loading
- Principle:Ray project Ray CI Pipeline Configuration
- Principle:Haosulab ManiSkill Scene Construction
- Principle:Ggml org Llama cpp Evaluation Parameter Configuration
- Principle:Truera Trulens Dashboard Tab Architecture
- Principle:CarperAI Trlx Offline RL Training
Implementations
- Implementation:Microsoft Playwright Server BrowserType
- Implementation:Mit han lab Llm awq QuantInternVisionEncoder
- Implementation:Microsoft DeepSpeedExamples DeepSpeed Initialize SuperOffload
- Implementation:Scikit learn Scikit learn DictionaryLearning
- Implementation:Openai Openai python Skill List Params
- Implementation:Langchain ai Langgraph Auth HTTPException
- Implementation:Tencent Ncnn YOLO11 Seg Example
- Implementation:FlowiseAI Flowise AssistantsView
- Implementation:Microsoft LoRA NLG Eval Script
- Implementation:Vllm project Vllm CPU Attn NEON BFMMLA
Heuristics
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Norrrrrrr lyn WAInjectBench Balanced Class Weights Imbalanced Data
- Heuristic:Risingwavelabs Risingwave Docker Memory Allocation
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:SeleniumHQ Selenium Bazel Hermetic Build Requirement
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Bigscience workshop Petals KV Cache Sizing For Attention Types
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Dotnet Machinelearning FastTree Default Hyperparameters
Environments
- Environment:OpenHands OpenHands Integration Credentials
- Environment:Iterative Dvc Git SCM Environment
- Environment:Pyro ppl Pyro CUDA GPU Acceleration
- Environment:ARISE Initiative Robomimic Robosuite Simulation Backend
- Environment:Kserve Kserve Knative Serving
- Environment:Huggingface Optimum Accelerated Inference Environment
- Environment:Guardrails ai Guardrails OpenTelemetry Tracing
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Allenai Open instruct CUDA GPU Training
- Environment:ClickHouse ClickHouse OpenSSL Runtime