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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:LMCache LMCache KV Cache Offloading
- Workflow:Microsoft Semantic kernel Process Orchestration
- Workflow:Openai Evals Running an eval set
- Workflow:FlowiseAI Flowise Evaluation Pipeline
- Workflow:Openai CLIP Linear probe evaluation
- Workflow:Vllm project Vllm Speculative Decoding
- Workflow:Mlflow Mlflow Model Serving
- Workflow:Google deepmind Dm control Locomotion Task Setup
- Workflow:Onnx Onnx Model Validation
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
Principles
- Principle:Microsoft Onnxruntime ORTModule Training Loop
- Principle:Cypress io Cypress Code Quality Verification
- Principle:Testtimescaling Testtimescaling github io Paper Relevance Assessment
- Principle:Huggingface Transformers Fully Sharded Data Parallelism
- Principle:Eventual Inc Daft Table Listing
- Principle:Nightwatchjs Nightwatch Cucumber Runner Configuration
- Principle:Openai Evals Eval Metrics
- Principle:NVIDIA NeMo Curator NSFW Content Filtering
- Principle:Apache Kafka Source Artifact Building
- Principle:Ggml org Ggml Model Weight Acquisition
Implementations
- Implementation:FlagOpen FlagEmbedding MLVU Order Data
- Implementation:InternLM Lmdeploy Tensor
- Implementation:Apache Druid StatusDialog
- Implementation:Google deepmind Mujoco MjModel Header
- Implementation:Deepspeedai DeepSpeed InferenceEngine Profiling
- Implementation:Datajuicer Data juicer DialogSentimentIntensityMapper
- Implementation:OpenRLHF OpenRLHF Rejection sampling processor
- Implementation:Promptfoo Promptfoo readTests
- Implementation:Anthropics Anthropic sdk python Completions Resource
- Implementation:Getgauge Taiko Element Base
Heuristics
- Heuristic:Haosulab ManiSkill GPU Memory Buffer Tuning
- Heuristic:Run llama Llama index Evaluator LLM Selection
- Heuristic:Kserve Kserve Autoscaler Concurrency Target
- Heuristic:CrewAIInc CrewAI Context Window Management
- Heuristic:NVIDIA NeMo Curator Deduplication Blocksize Tuning
- Heuristic:Tensorflow Serving Servable Handle Lifetime
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Huggingface Transformers FSDP Activation Checkpointing Tip
- Heuristic:OWASP Www project top 10 for large language model applications SHA Pinning For GitHub Actions
- Heuristic:NVIDIA NeMo Aligner DPO Sequence Packing Tips
Environments
- Environment:Sgl project Sglang CPU Runtime
- Environment:Intel Ipex llm Windows Environment
- Environment:VainF Torch Pruning YOLO Pruning Dependencies
- Environment:Getgauge Taiko Docker Container
- Environment:Fastai Fastbook NLP SpaCy Environment
- Environment:Huggingface Datatrove Processing Dependencies
- Environment:Groq Groq python Python Groq SDK
- Environment:SeldonIO Seldon core Kafka Messaging Environment
- Environment:Tensorflow Tfjs Python Converter
- Environment:Apache Druid Druid Operator Kubernetes