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1,118
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:Apache Kafka Topic Management
- Workflow:Allenai Open instruct DPO Preference Tuning
- Workflow:Sgl project Sglang Offline Batch Inference
- Workflow:Norrrrrrr lyn WAInjectBench LLaVA Finetuning
- Workflow:PacktPublishing LLM Engineers Handbook Model Evaluation
- Workflow:Wandb Weave SDK Release
- Workflow:Roboflow Rf detr Object Detection Inference
- Workflow:Neuml Txtai Semantic Search
- Workflow:Apache Shardingsphere Shadow Rule Configuration
- Workflow:Hiyouga LLaMA Factory PPO RLHF Training
Principles
- Principle:Huggingface Datasets Audio Feature Handling
- Principle:Diagram of thought Diagram of thought Task Requirements Definition
- Principle:ArroyoSystems Arroyo Execution Engine
- Principle:Webdriverio Webdriverio ElementChaining
- Principle:Scikit learn contrib Imbalanced learn NearMiss Under Sampling
- Principle:PacktPublishing LLM Engineers Handbook Model Merging And Publishing
- Principle:Danijar Dreamerv3 Data Collection And Training
- Principle:Groq Groq python Batch Results Retrieval
- Principle:Openai Evals Completion Function Protocol
- Principle:Isaac sim IsaacGymEnvs Sim to Real Evaluation
Implementations
- Implementation:Tensorflow Serving HandleReloadConfigRequest
- Implementation:Haosulab ManiSkill TriFingerPro
- Implementation:AnswerDotAI RAGatouille RAGPretrainedModel From Index
- Implementation:BerriAI Litellm Rules
- Implementation:Pyro ppl Pyro ScaleMessenger
- Implementation:EvolvingLMMs Lab Lmms eval VideoMathQA CoT Step Evaluation
- Implementation:Teamcapybara Capybara Selector Label
- Implementation:Ucbepic Docetl Directive MapResolveToMapWithCategories
- Implementation:Risingwavelabs Risingwave CI Docker Compose
- Implementation:Datahub project Datahub Spark Submit Agent JAR
Heuristics
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:NVIDIA NeMo Aligner PPO Critic Warmup Tip
- Heuristic:Huggingface Optimum GPTQ Quantization Defaults
- Heuristic:Google research Deduplicate text datasets HACKSIZE Overlap Buffer
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Microsoft Onnxruntime Threading Configuration Tips
- Heuristic:CarperAI Trlx KL Coefficient Adaptation
- Heuristic:Arize ai Phoenix Warning Deprecated VertexAIModel
- Heuristic:Mlfoundations Open flamingo Gradient Clipping Max Norm
- Heuristic:Nautechsystems Nautilus trader Cache Buffer Interval Tuning
Environments
- Environment:Bitsandbytes foundation Bitsandbytes CUDA GPU Runtime
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:Pola rs Polars Rust Build Environment
- Environment:Pyro ppl Pyro Visualization Tools
- Environment:AUTOMATIC1111 Stable diffusion webui Xformers Attention
- Environment:Volcengine Verl CUDA GPU Environment
- Environment:Googleapis Python genai Vertex AI Service Account
- Environment:Bitsandbytes foundation Bitsandbytes HPU Gaudi Runtime
- Environment:Apache Druid Web Console Development
- Environment:Intel Ipex llm CPU Finetuning Environment