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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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|---|---|---|
| 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:Liu00222 Open Prompt Injection Prompt Injection Experiment
- Workflow:Isaac sim IsaacGymEnvs Custom Task Development
- Workflow:Kserve Kserve Canary Rollout Deployment
- Workflow:Pyro ppl Pyro Bayesian Regression
- Workflow:Isaac sim IsaacGymEnvs Policy Inference and Evaluation
- Workflow:Microsoft Playwright API testing
- Workflow:Huggingface Transformers Pipeline Inference
- Workflow:Promptfoo Promptfoo Red Team Security Scan
- Workflow:Arize ai Phoenix Dataset and Experiment Lifecycle
- Workflow:PacktPublishing LLM Engineers Handbook Digital Data ETL
Principles
- Principle:NVIDIA TransformerEngine KV Cache Inference
- Principle:Arize ai Phoenix Experiment Evaluator Definition
- Principle:Kserve Kserve LLMIsvc Installation
- Principle:ARISE Initiative Robosuite Robot Model Hierarchy
- Principle:Allenai Open instruct Reward Model Initialization
- Principle:Online ml River Feature Standardization
- Principle:Hpcaitech ColossalAI GRPO Consumer Setup
- Principle:Togethercomputer Together python Dataset Validation
- Principle:Lucidrains X transformers Encoder Decoder Generation
- Principle:Bentoml BentoML HTTP Production Serving
Implementations
- Implementation:Deepset ai Haystack SASEvaluator
- Implementation:Mlc ai Mlc llm Gemma3 Loader
- Implementation:FlowiseAI Flowise AddEditVariableDialog
- Implementation:Vllm project Vllm CPU Float Convert
- Implementation:Apache Airflow TaskInstance Model
- Implementation:NVIDIA NeMo Curator XennaStageAdapter
- Implementation:Risingwavelabs Risingwave Await Tree Page
- Implementation:DataTalksClub Data engineering zoomcamp Redpanda PySpark Streaming
- Implementation:OpenGVLab InternVL LLaVA CLI
- Implementation:Haosulab ManiSkill IL Eval Loop
Heuristics
- Heuristic:FMInference FlexLLMGen Offloading Percent Tuning
- Heuristic:Ggml org Llama cpp Quantization Quality Tips
- Heuristic:Haotian liu LLaVA Gradient Checkpointing Memory Optimization
- Heuristic:Anthropics Anthropic sdk python Adaptive Thinking Over Enabled
- Heuristic:Pyro ppl Pyro MCMC Warmup Adaptation
- Heuristic:Mlflow Mlflow Nested Run Organization
- Heuristic:SqueezeAILab ETS Embedding Model GPU Collocation
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Groq Groq python Streaming Usage Stats
- Heuristic:Fede1024 Rust rdkafka Regular Polling Required
Environments
- Environment:Vllm project Vllm Buildkite
- Environment:Infiniflow Ragflow Data Source Credentials
- Environment:Ggml org Llama cpp Metal GPU Environment
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Langfuse Langfuse S3 Compatible Storage
- Environment:NVIDIA DALI PyTorch Environment
- Environment:Mlfoundations Open flamingo PyTorch CUDA Distributed
- Environment:Open compass VLMEvalKit API Keys And Credentials
- Environment:FlagOpen FlagEmbedding Python PyTorch Environment
- Environment:NVIDIA DALI CMake Build Environment