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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:Lucidrains X transformers Encoder Decoder Sequence to Sequence
- Workflow:Vibrantlabsai Ragas Testset Generation
- Workflow:Ggml org Llama cpp Speculative Decoding
- Workflow:Pytorch Serve Model Deployment
- Workflow:Microsoft Autogen Graph Based Agent Orchestration
- Workflow:Spotify Luigi Local Batch Pipeline
- Workflow:Neuml Txtai Semantic Search
- Workflow:Truera Trulens Snowflake Observability Pipeline
- Workflow:Tencent Ncnn Image Classification Inference
- Workflow:Tensorflow Serving Batched Inference Pipeline
Principles
- Principle:Predibase Lorax Runtime Adapter Merging
- Principle:Volcengine Verl Multi Turn Data Preparation
- Principle:Getgauge Taiko Browser Closure
- Principle:Marker Inc Korea AutoRAG Evaluator Initialization
- Principle:Eventual Inc Daft Row Counting
- Principle:Triton inference server Server QA Inference Utilities
- Principle:Bitsandbytes foundation Bitsandbytes SwitchBack Quantized Linear
- Principle:DataExpert io Data engineer handbook SQL Verification Queries
- Principle:Turboderp org Exllamav2 Device Management
- Principle:Ggml org Llama cpp CLI Argument Parsing
Implementations
- Implementation:NVIDIA TransformerEngine Ops Fused Forward Linear Scale Add
- Implementation:Kubeflow Kubeflow Model Registry API
- Implementation:Speechbrain Speechbrain Compute WER Tool
- Implementation:Huggingface Peft DeloraModel
- Implementation:Huggingface Datasets DatasetBuilder Download and Prepare
- Implementation:OWASP Www project top 10 for large language model applications VulnerabilityEntry Extract Prevention Strategies
- Implementation:Infiniflow Ragflow ChildrenDelimiterForm Component
- Implementation:Huggingface Diffusers LoRA Training Config
- Implementation:Cleanlab Cleanlab TC Get Label Quality Scores
- Implementation:Google deepmind Dm control Viewer Launch
Heuristics
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Danijar Dreamerv3 Replay Context Carry Init
- Heuristic:Microsoft LoRA Label Smoothing NLG
- Heuristic:DistrictDataLabs Yellowbrick Model Fitted State Detection
- Heuristic:NVIDIA DALI Warning Deprecated C API V1 Functions
- Heuristic:Mlc ai Web llm Grammar Matcher Reuse
- Heuristic:Openai Evals Chat Format Recommendation
- Heuristic:Microsoft LoRA Selective LoRA QV Only
- Heuristic:FlagOpen FlagEmbedding Same Dataset Batching Tip
- Heuristic:NVIDIA NeMo Aligner Higher Stability Log Probs
Environments
- Environment:Promptfoo Promptfoo SQLite Database
- Environment:Spotify Luigi Python Runtime
- Environment:Volcengine Verl vLLM Rollout Environment
- Environment:SqueezeAILab ETS Multi GPU Sglang Runtime
- Environment:Mit han lab Llm awq Flash Attention Environment
- Environment:Turboderp org Exllamav2 CUDA GPU Runtime
- Environment:PrefectHQ Prefect Prefect Server Database
- Environment:Ucbepic Docetl Docker Deployment
- Environment:Unslothai Unsloth CUDA BitsAndBytes
- Environment:Haosulab ManiSkill Real Robot LeRobot Deps