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The Machine Learning Full Course 2025 begins with the fundamentals of Probability, Statistics, and Mathematics for Machine Learning, establishing a strong theoretical base. It then introduces the core concepts and roadmap of Machine Learning, along with its applications in the defense sector. Learners explore key algorithms, including Decision Trees, KNN, and RNN, and gain clarity on types of machine learning as well as ensemble methods like Bagging and Boosting. The course also covers practical aspects such as Confusion Matrix interpretation and a Fake News Detection project, concluding with a set of Machine Learning interview questions to strengthen professional readiness.
Following are the topics covered in the Machine Learning Full Course 2025:
0:00:00 – Introduction to Machine Learning Full Course 2025
0:02:04 – Probablity and Statistics
0:48:23 – Mathematics for machine learning
2:38:47 – What is Machine Learning
2:47:26 – Use of AI in Defense Sector
2:47:26 – Machine Learning Roadmap in 2025
2:59:52 – Machine learning Basics
4:01:52 – Machine Learning Algorithms
4:58:24 – Types Of Machine Learning
4:58:24 – Bagging Vs Boosting In Machine Learning
4:58:24 – Decision Tree Machine Learning
4:58:24 – RNN Tutorial
6:15:09 – KNN Tutorial
6:46:53 – Confusion Matrix in Machine Learning
7:05:04 – Fake news detection using Machine Learning
7:51:08 – Machine Learning Interview Questions
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➡️ About Professional Certificate in AI and Machine Learning
Master AI, ML, and Generative AI with hands-on Python, Deep Learning, and Agentic Frameworks training. Gain real-world experience through projects and develop high-demand skills like AI automation, LLM proficiency, and machine learning. Stay ahead in the AI revolution and future-proof your career—start your journey today!
Key Features
✅ Program completion certificate from Purdue University Online and Simplilearn
✅ Live-online masterclasses delivered by Purdue faculty and staff and IBM experts
✅ Live interactive sessions on the latest AI trends, such as ChatGPT, generative AI, prompt engineering, and more
✅ Core curriculum delivered in live classes by industry experts
✅ Simplilearn’s JobAssist helps you get noticed by top hiring companies
✅ Practical exposure to ChatGPT, LLM-based AI solutions, and other AI applications.
✅ 3 capstones and 15+ hands-on projects from various industry domains.
✅ Access to Purdue’s alumni association membership on program completion
✅ Exclusive hackathons and Ask Me Anything sessions by IBM
Learning Path
✅ PC AIML – Program Induction
✅ PC AIML: Programming Refresher
✅ PC AIML – Applied Data Science with Python
✅ PC AIML – Machine Learning
✅ PC AIML – Deep Learning Specialization
✅ PC AIML – Generative AI Literacy
✅ PC AIML – Generative AI Essentials by IBM
✅ PC AIML – Foundation Models and Generative AI Platforms by IBM
✅ PC AIML Capstone
Electives:
✅ Academic Masterclass by Purdue University Online
✅ Industry Masterclass by IBM
✅ PC AIML – NLP and Speech Recognition
✅ PC AIML – Advanced Generative AI
✅ PC AIML – Prompt Engineering Essentials by IBM
✅ PC AIML – Agentic AI Masterclass
Skills Covered
✅ Generative AI
✅ Prompt Engineering
✅ ChatGPT
✅ Conversational AI
✅ Large Language Models
✅ Supervised and Unsupervised Learning
✅ Model Training and Optimization
✅ Ensemble Methods
✅ Deep Learning
✅ Natural Language Processing
✅ Speech Recognition
✅ Machine Learning Algorithms
✅ Agentic Frameworks
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