→ My Lesson → Start Lernen / Flashcards Herunterladen MP3

Lernen beginnen

mp3 downloaden Drucken spielen überprüfen

Frage		Antworten
Supervised Learning Lernen beginnen		Training a model on labeled data to make predictions
Unsupervised Learning Lernen beginnen		Training a model on unlabeled data to discover patterns
Reinforcement Learning Lernen beginnen		Training a model to take actions for maximum reward
Supervised vs Unsupervised Learning unsupervised uses unlabeled data Lernen beginnen		Supervised uses labeled data
Supervised vs Reinforcement Learning reinforcement uses trial and error Lernen beginnen		Supervised uses labeled data
Unsupervised vs Reinforcement Learning reinforcement uses trial and error Lernen beginnen		Unsupervised uses unlabeled data
Types of Machine Learning unsupervised Lernen beginnen		Supervised reinforcement
"Ground Truth" Lernen beginnen		Correct output for a given input in machine learning
Model Performance Evaluation Lernen beginnen		Comparing predictions to ground truth
Supervised Learning Applications natural language processing Lernen beginnen		Image classification
Unsupervised Learning Applications anomaly detection Lernen beginnen		Clustering
Reinforcement Learning Applications robot control Lernen beginnen		Game playing
Input Data Structure unsupervised has unlabeled data Lernen beginnen		Supervised has labeled data reinforcement has no specific guidance
Labeled Data Requirements reinforcement does not Lernen beginnen		Supervised requires labeled data
Unsupervised Learning Limitations may require human guidance Lernen beginnen		May not discover all patterns
Reinforcement Learning Limitations may not be practical for all tasks Lernen beginnen		May require a lot of trial and error
Machine Learning Suitability Lernen beginnen		Depends on problem and data available
Output Type Impact Lernen beginnen		Categorical or numerical output may affect choice of approach
Input Data Impact Lernen beginnen		Structured or unstructured data may affect choice of approach
Labeled Data Requirements unsupervised does not Lernen beginnen		Supervised requires labeled data
Clear Objective Impact Lernen beginnen		Having a clear objective may affect choice of approach
Human Supervision Impact Lernen beginnen		Amount of required supervision may affect choice of approach
Model Provided with Correct Output Lernen beginnen		Supervised learning
Model Not Provided with Specific Instructions Lernen beginnen		Unsupervised learning
Model Learns through Trial and Error Lernen beginnen		Reinforcement learning
Supervised Learning Goal Lernen beginnen		Make predictions based on labeled data
Unsupervised Learning Goal Lernen beginnen		Discover patterns in unlabeled data
Reinforcement Learning Goal Lernen beginnen		Maximize reward through trial and error
Machine Learning to Group Similar Data Lernen beginnen		Unsupervised learning
Machine Learning to Optimize Performance Over Time Lernen beginnen		Reinforcement learning

My lesson

Sie müssen eingeloggt sein, um einen Kommentar zu schreiben.

Mehr