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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:Huggingface Peft QLoRA SFT Finetuning
- Workflow:Mistralai Client python Finetuning Job Management
- Workflow:Eventual Inc Daft SQL Query Analytics
- Workflow:Apache Flink File Source Pipeline
- Workflow:Danijar Dreamerv3 Distributed Parallel Training
- Workflow:Facebookresearch Habitat lab Agent Benchmarking
- Workflow:Interpretml Interpret EBM Model Export
- Workflow:Googleapis Python genai Text Content Generation
- Workflow:Onnx Onnx Model Creation
- Workflow:Intel Ipex llm QLoRA Finetuning
Principles
- Principle:Bigscience workshop Petals Environment Setup
- Principle:Fastai Fastbook Backpropagation
- Principle:Ggml org Llama cpp Model Management
- Principle:Huggingface Datatrove FastText Classification Filtering
- Principle:Zai org CogVideo 3D Video Decoding
- Principle:BerriAI Litellm Router Initialization
- Principle:FlowiseAI Flowise User Profile Management
- Principle:Mbzuai oryx Awesome LLM Post training Category Taxonomy Definition
- Principle:OpenRLHF OpenRLHF Dataset Blending
- Principle:Treeverse LakeFS Documentation Site Configuration
Implementations
- Implementation:Lance format Lance ValueEncoding
- Implementation:Alibaba ROLL ContextParallelGather
- Implementation:Zai org CogVideo SAT Get Args
- Implementation:Protectai Llm guard Output Scanner Factory
- Implementation:Haifengl Smile Streaming Prediction API
- Implementation:Getgauge Taiko RadioButton Element
- Implementation:Norrrrrrr lyn WAInjectBench joblib dump
- Implementation:Online ml River Cluster DenStream
- Implementation:Guardrails ai Guardrails ValidationOutcome Structured
- Implementation:Ggml org Ggml Cpu unary ops
Heuristics
- Heuristic:Facebookresearch Habitat lab Force Single Threaded PyTorch
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Bentoml BentoML Warning Deprecated Server Module
- Heuristic:SeleniumHQ Selenium Explicit Over Implicit Waits
- Heuristic:Datahub project Datahub Batch Size And Timeout Tuning
- Heuristic:DistrictDataLabs Yellowbrick Matplotlib rcParams Management
- Heuristic:Apache Beam Executor Shutdown Ordering
- Heuristic:Apache Airflow Task Idempotency Pattern
- Heuristic:Huggingface Alignment handbook DDP Bias Buffer Ignore
- Heuristic:Haotian liu LLaVA Tokenizer Version Offset Correction
Environments
- Environment:FMInference FlexLLMGen CUDA GPU
- Environment:NVIDIA DALI PyTorch Environment
- Environment:CrewAIInc CrewAI LLM Provider Credentials
- Environment:Mlflow Mlflow Docker Container Environment
- Environment:Helicone Helicone Wrangler CLI
- Environment:Sktime Pytorch forecasting Optuna Tuning Dependencies
- Environment:Triton inference server Server GPU CUDA Runtime
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Openai Openai agents python Voice Dependencies
- Environment:Treeverse LakeFS LakeFS Server Environment