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기술
Dive into the world of Machine Learning with our comprehensive quiz app, designed to boost your knowledge, confidence, and skills. Whether you're a student, practitioner, or just exploring the field, this app is your ultimate companion for learning and growth.
Topics Covered:
Introduction to Machine Learning:
-Definition, scope and applications in engineering domains
-Types of machine learning (supervised, unsupervised, reinforcement)
Mathematical Foundations:
-Linear algebra essentials
-Probability and statistics
-Calculus for optimization
Data Engineering for ML:
-Data collection, cleaning, and preprocessing
-Feature engineering and selection
-Handling missing and imbalanced data
Supervised Learning Algorithms:
-Regression models
-Classification techniques
-Evaluation metrics
Unsupervised Learning Algorithms:
-Clustering methods (k-means, DBSCAN, hierarchical)
-Dimensionality reduction (PCA, t-SNE)
-Applications in anomaly detection
Neural Networks and Deep Learning:
-Perceptrons and MLPs
-Activation functions
-Backpropagation
Advanced Deep Learning Architectures:
-Convolutional Neural Networks (CNNs)
-Recurrent Neural Networks (RNNs), LSTMs, GRUs
-Transformers and attention mechanisms
Reinforcement Learning:
-Markov decision processes
-Value-based methods (Q-learning)
-Policy-based methods
Model Training and Optimization:
-Gradient descent and variants (SGD, Adam, RMSProp)
-Hyperparameter tuning
-Regularization techniques
Model Evaluation and Validation:
-Cross-validation methods
-Bias-variance trade-off
-Overfitting and underfitting
ML Engineering and Deployment:
-Model pipelines and MLOps
-Deployment strategies (cloud, edge, embedded systems)
-CI/CD for ML
Scalable Machine Learning:
-Distributed training (Hadoop, Spark MLlib)
-Parallelization strategies
-GPU/TPU acceleration
Interpretability and Explainability:
-SHAP, LIME, feature importance
-Explainable AI in engineering applications
-Ethical considerations
ML for Engineering Applications:
-Predictive maintenance
-Computer vision for defect detection
-Control systems and optimization
Future Trends in Machine Learning:
-Federated learning
-Self-supervised learning
-AI safety and ethical AI engineering
Who is it for?
- Engineering students preparing for exam.
- Professionals brushing up on their knowledge.
- Anyone interested in understanding Machine Learning concepts.
Download now and make learning Machine Learning enjoyable and effective!
Terms of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/
Privacy Policy: https://forwaelade.web.app/MachineLearning/privacy-policy
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