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Machine Learning
with ML.NET
https://www.youtube.com/@hosseinzahed 1
Hossein Zahed
AI vs. ML vs. DL
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What is ML.NET?
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 It is an open-source and cross-platform machine learning
framework developed by Microsoft
 First released in May 2018
 Part of DotNet family
 Supports C# and F#
ML.NET Runs Anywhere
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ML.NET Supported Scenarios
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Tabular
 Data classification
 Value prediction
 Recommendation
 Forecasting
Computer Vision
 Image classification
 Object detection
Natural Language Processing
 Text classification
ML.NET Components
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ML.NET Pipeline
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Problem
Statement
Definition
Dataset
Ingestion
Feature
Extraction
Model
Training
Model
Evaluation
Consumption
Classification (Sentiment Analysis) Example
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1. Download a dataset
2. Cleanse the dataset
3. Create a Console App
4. Add ML.NET extension
5. Define model details
6. Train and evaluate model
7. Consume and test
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Thank you!
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