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Machine Learning Life Cycle, Features :star:, Model :star:, Data:star:,…
Machine Learning Life Cycle
Data Collection
Data Exploration
Pandas
Jupyter Notebook
Etc
Numpy
PySpark
Koalas
PyPolar
DataForge-js
DataTables
Data Visualization
Seaborn
Matplotlib
Plotly
Vegalite
Etc
Feature Engineering
Feature Extraction
Feature Selection
Feature Creation
Feature Hashing
Feature Storage
Offline
Online
FeatureStores
Feast
Hsfs
Custom
FeatureBank *
Model Building
Component Based
Pipeline Based
Online
Batch
Classification Model
Regression Model
Unsupervised ML Model
Neural Network Model
ML Libraries & Frameworks
Libraries
etc
Xgboost
PySpark
Pytorch
Tensforflow
Sklearn
MLOps
Application & System Monitoring
Prometheus
Grafana
etc
Experiment Tracking
MLFlow
WandB
Neptune.ai
Sacred
Etc
DVC
Whylogs
Git
Seldom Core
Monitoring
Model Monitoring
Pipeline Monitoring
Data Drift
System Monitoring
Infrastructure Monitoring
Automation
Manual Process (Design,Dev,etc)
ML Pipeline Automation
CI/CD Pipeline Automation
CT/CM Automation (Continous Training and Monitoring)
Life Cycle Mgmt
Kubeflow
Pachyderm
SageMaker
Valohai,Verta.ai
Workflows
Airflow
Metaflow
Model Bias Checking
Dalex
Aeiquitas
Ai360
Fairlearn
Etc
Model Deployment
Model As API
FastAPI
Swagger API
REST API
Model As Package
Model as Web App
Streamlit
Flask
Django
Panel
Gradio
Express
Etc
Model as CLI
Model in Docker
Model Serving Infrastructure
Cloud
GCP
AWS
Ms Azure
HCP
AlibabaCloud
Yandex
IBM
etc
On Prem
Edge
Model Evaluation
Classification Report
Accuracy
ROC-Curve
Precision Curve
Confusion Matrix
F1-Score
MCC
Model Interpretation
Model Agnostic
LIME
Shap
Eli5
Etc
What If Tool
Model Specific
TreeIntrepreter
Neural Network Interpretors
Data
Data Format
Textual Data
Numerical Data
Media Data
Images
Audio
Video
etc
Binary Data
Based on Structure
Structured Data
Unstructured Data
Semi-Structured Data
Ingestion Time
RealTime Data
Historical Data
Data Storage
Data Lake (all types,ELT,schema on read)
Data Warehouse(structured,ETL,schema on write)
Cloud vs On-Premise
Databases
Based on Task
NLP
Spacy
NLTK
Flair
Spark NLU
TextBlob
Gensim
Text Cleaning Pkgs
NeatText
Regex
TextHero
Clean Text
Tidytext
Ftfy
etc
FastText
AllenNLP
StandfordNLP
etc
WordCloud
TextViz
Computer Vision
ML
DL
ETC
Statistics
Features :star:
Model :star:
Data:star:
Solution/Product :star:
Machine Learning Life Cycle 2.0
Jesus Saves
JCharisTech