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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:Deepseek ai Janus Rectified Flow Image Generation
- Workflow:Anthropics Anthropic sdk python Streaming Message Interaction
- Workflow:Guardrails ai Guardrails Custom Validator Development
- Workflow:Pyro ppl Pyro Discrete Enumeration
- Workflow:Kubeflow Kubeflow AI Lifecycle Pipeline
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Scikit learn Scikit learn Supervised Classification
- Workflow:Openai Evals Running a single eval
- Workflow:Mlflow Mlflow LLM Tracing
Principles
- Principle:Datajuicer Data juicer Custom Operator Configuration
- Principle:Farama Foundation Gymnasium Observation Wrapping
- Principle:Mage ai Mage ai Singer Message Ingestion
- Principle:Helicone Helicone Endpoint Pricing Configuration
- Principle:NVIDIA DALI Pipeline Definition
- Principle:OpenGVLab InternVL Vision Encoder LoRA
- Principle:Triton inference server Server Ensemble Inference
- Principle:Datahub project Datahub Java SDK Dependency Setup
- Principle:Farama Foundation Gymnasium Episode Statistics Tracking
- Principle:Microsoft DeepSpeedExamples Distributed Checkpoint Saving
Implementations
- Implementation:Vllm project Vllm SGL MoE FP8
- Implementation:Truera Trulens Appui Widgets
- Implementation:Liu00222 Open Prompt Injection Model query
- Implementation:Allenai Open instruct TensorCache
- Implementation:AnswerDotAI RAGatouille RAGTrainer Train
- Implementation:OpenHands OpenHands Select
- Implementation:Cypress io Cypress CreateInstance
- Implementation:Huggingface Transformers Check Bad Commit
- Implementation:Openclaw Openclaw DashboardCommand
- Implementation:Neuml Txtai SparseVectors Base
Heuristics
- Heuristic:Speechbrain Speechbrain Score Normalization Tips
- Heuristic:FlagOpen FlagEmbedding Warning Deprecated Search Demo
- Heuristic:Sail sg LongSpec Triton Block Size Tuning
- Heuristic:PrefectHQ Prefect HTTP Connection Pool Tuning
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Unslothai Unsloth Merge Memory Management
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Isaac sim IsaacGymEnvs DR Setup Only Flag
- Heuristic:Unslothai Unsloth Padding Free Packing
- Heuristic:Openai Openai python Fine Tuning Data Preparation Tips
Environments
- Environment:Ggml org Ggml Python Tooling Environment
- Environment:Google deepmind Mujoco MJX Warp CUDA Environment
- Environment:Langgenius Dify Credentials And Env Vars
- Environment:Dotnet Machinelearning OneDal Acceleration
- Environment:Online ml River Python Runtime Environment
- Environment:Huggingface Alignment handbook BitsAndBytes CUDA
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:Webdriverio Webdriverio Cloud Service Credentials
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:Wandb Weave Trace Server Infrastructure