Overview
In the rapidly evolving world of technology, Artificial Intelligence (AI) and Machine Learning (ML) have emerged as pivotal forces driving innovation and eficiency across various industries. Our program is meticulously designed to provide an in-depth understanding of these transformative technologies. This certification and educational initiative explains advanced concepts of Data Sciences such as Artificial Intelligence, Machine Learning, Neural Networks, Deep Learning and Quantum Computing through a hands-on and pragmatic route, keenly focusing on industry practice, use-cases and real-world implementation.
Our program is ideal for students, professionals, business leaders, and enthusiasts who aim to gain a robust understanding of AI/ML, regardless of their prior experience in the field. Spread over several modules, each focusing on key aspects of AI/ML, the program offers flexible learning options to accommodate the busy schedules of working professionals.
Program Highlights:
Curriculum
Curriculum
- 19 Sections
- 60 Lessons
- 10 Weeks
- Program Overview1
- 1.1 Understanding AI/ML8
- 1.2 Business Context of AI/ML3
- 1.3 Data Science Lifecycle7
- 1.4 Data Ecosystem, Big Data & Analytics7
- 2.1 Identifying AI Use Cases3
- 2.2 Machine Learning3
- 7.12.2.1 Supervised Learning: Linear Regression, Logistic Regression, Decision Trees, Support Vector Machines (SVM), Random Forest, K-Nearest Neighbours (K-NN), Naïve Bayes, Gradient Boosting Machines
- 7.22.2.2 Unsupervised Learning: K-Means Clustering, Hierarchical Clustering, Principal Component Analysis (PCA), Independent Component Analysis (ICA), Anomaly Detection Models, Autoencoders) Q-Learning, Deep Q Network (DQN)
- 7.3Machine Learning Quiz2 Questions
- 2.3 Deep Learning and Neural Networks5
- 3.1 Natural Language Processing (NLP)4
- 3.2 Evaluating AI/ML Solutions4
- 4.1 AI in Customer Service4
- 4.2 AI in Banking & Finance3
- 4.3 AI for Cyber Security4
- 4.4 AI in Manufacturing (Industry 4.0)4
- 5.1 AI and the Future of Work3
- 5.2 Generative AI4
- 5.3 Introduction to ChatGPT, BARD, and Hugging Face Models4
- 5.4 AI and IoT3
- 5.5 AI and Sustainability4
Instructor
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Course Features
- Lectures 60
- Quizzes 18
- Duration 10 weeks
- Skill level All levels
- Language English
- Students 2
- Certificate Yes
- Assessments Yes