Description
The Professional Certificate in Machine Learning is a course on essential concepts, tools, and techniques used in modern machine learning, published by Udemy Online Academy. It is a structured and in-depth program designed to equip learners with the essential concepts, tools, and techniques used in modern machine learning. Designed for aspiring data scientists, engineers, and analysts, the certificate emphasizes theoretical understanding and practical implementation, guiding students through the complete process of developing, evaluating, and deploying machine learning models for real-world applications.
Key topics include supervised and unsupervised learning, model selection and evaluation, linear and logistic regression, decision trees, support vector machines, clustering algorithms such as K-means and hierarchical clustering, dimensionality reduction using PCA, ensemble methods such as bagging and boosting, neural networks and the basics of deep learning, overfitting and regularization, hyperparameter tuning, cross-validation, implementation with Python and libraries such as scikit-learn and TensorFlow, and applying ML techniques to real-world datasets in industries such as finance, healthcare, and e-commerce.
What you will learn in Professional Certificate in Machine Learning:
- Unsupervised Learning – Clustering, K-Means Clustering
- Data Preprocessing – Data preprocessing is the stage where data is transformed or encoded.
- Evaluating Machine Learning Algorithms: Accuracy, Recall, F-Measure, Convolutional Matrices
- Deep Convolutional Generative Adversarial Networks (DCGAN)
- Algorithm Analysis for Data Scientists
- And…
Course specifications
Publisher: Udemy
Instructors: Academy of Computing & Artificial Intelligence
Language: English
Level: Introductory to Advanced
Number of Lessons: 196
Duration: 24 hours
Course topics
Professional Certificate in Machine Learning Prerequisites
Computer & Internet Connection
Pictures
Professional Certificate in Machine Learning introduction video
Installation guide
After Extract, watch with your favorite Player.
English subtitle
Quality: 720p
Download link
File password (s): www.downloadly.ir
Size
9.7 GB