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Generative AI
206 Views · 2 years ago

🔥Enroll for Intellipaat's Executive Certification Program in AI & ML: https://intellipaat.com/epgc-a....i-and-machine-learni

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Unlock the world of Machine Learning with this comprehensive Machine Learning Full Course 2025 by Intellipaat! This 11-hour complete machine learning course is your ultimate guide to mastering the basics and advanced concepts of machine learning. Designed for beginners and enthusiasts, this course covers key topics like machine learning algorithms, hands-on Python implementations, and real-world projects. Whether you’re starting your ML journey or brushing up your skills, this ML course has everything to accelerate your career in the tech industry.

💡 What you’ll learn in this course:
👨‍💻 Machine Learning fundamentals explained step-by-step.
👨‍💻 In-depth coverage of algorithms like regression, classification, clustering, and more.
👨‍💻 Python implementation of machine learning techniques.
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Machine Learning is one of the most in-demand skills of the decade, and having a strong foundation in it can open doors to countless opportunities. This course not only helps you understand ML concepts but also equips you with hands-on experience to stand out in a competitive job market.

📖 Below are the concepts covered in this 'Machine Learning Full Course 2025':
00:00:00 - Introduction to Machine Learning Course
00:02:39 - What is Machine Learning?
00:53:55 - Types of ML: Supervised and Unsupervised Learning
01:11:11 - ML Examples and Myths
02:42:07 - Introduction to Reinforcement Learning
03:25:35 - Linear Regression: Introduction and Examples
03:52:00 - Linear Regression: Errors and Finding the Best Line (Hyperbole/Intercept)
04:14:08 - Linear Regression Hands-On: Single and Multiple Linear Regression
05:12:42 - R-Squared Explained
05:23:25 - Assumptions of Linear Regression
05:34:29 - Logistic Regression: Introduction
06:22:51 - Understanding Odds
06:28:36 - Probability vs. Odds
06:34:24 - Derivation of Sigmoid Function
07:19:03 - Balanced vs. Imbalanced Data
07:26:13 - Confusion Matrix
07:42:51 - Precision Explained
08:00:43 - Hands-On Logistic Regression
08:54:41 - Naive Bayes Explained
09:26:59 - Decision Tree Algorithm
09:55:51 - Understanding Entropy
10:29:14 - Types of Nodes in Decision Trees
10:36:00 - Underfitting vs. Overfitting

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Q1. Is this Machine Learning course suitable for beginners?
Yes, this course is perfect for beginners, with a strong focus on foundational concepts, step-by-step explanations, and practical applications.

Q2. What tools will I learn in this ML course?
You’ll primarily work with Python and its libraries like NumPy, Pandas, matplotlib, and scikit-learn, which are essential for machine learning projects.

Q3. How can I benefit from this Machine Learning course?
This course helps you develop skills in data analysis, algorithm implementation, and problem-solving, giving you a competitive edge in the tech industry.

➡️ About the Course
Gain expertise in Artificial intelligence and Machine Learning through an Executive Post Graduate Certification program in AI and ML offered by iHUB DivyaSampark, a Technology Innovation Hub of IIT Roorkee, in collaboration with Intellipaat This AI and ML program is in collaboration with tech giants Microsoft. Get classes and guidance directly from IIT Faculty and industry experts, with personalized 1:1 mentorship. Become IIT certified AI and ML expert with this online BootCamp.

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☑️ Individuals with a bachelor’s degree and a keen interest in learning AI and ML
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☑️ Developers and Project Managers
☑️ Freshers who aspire to build their career in the field of Artificial Intelligence and Machine

✅ Key Features - (Course Features)
👉🏼 620 Hrs of Applied Learning
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Generative AI
2,631,309 Views · 4 years ago

FLYING OVER JAPAN (4K UHD) Amazing Beautiful Nature Scenery with Relaxing Music | 4K VIDEO ULTRA HD

Japan, known as Nihon, Nihon-koku or Nippon (日本) in Japanese, is a nation of islands in East Asia.

The "Land of the Rising Sun" is a country where the past meets the future. Japanese culture stretches back millennia, yet has also been quick to adopt and create the latest modern fashions and trends.

Japan is often difficult to understand for those educated in the west. It can seem full of contradictions. Many Japanese corporations dominate their industries, yet if you read the financial news it seems like Japan is practically bankrupt. Cities are as modern and high tech as anywhere else, but tumbledown wooden shacks can still be spotted next to glass fronted designer condominiums. Japan has beautiful temples and gardens which are often surrounded by garish signs and ugly buildings. The most acclaimed restaurant in the country, which costs hundreds of dollars for dinner, is a small shop located in a subway station seating less than a dozen people. In the middle of modern skyscrapers you’ll discover sliding wooden doors which lead to traditional chambers with tatami mats, shoji screens, and calligraphy, suitable for traditional tea ceremonies. These juxtapositions can seem perplexing or jarring to those used to the more uniform nature of European and North American cities, but if you let go, and accept the layered aesthetics, you’ll find interesting and surprising places throughout the country.

Japan has often been seen in the West as a land combining tradition and modernity, and many traditional structures and practices are preserved, but modern structures and practices definitely dominate your experience in Japan. Japan was the first Asian country to independently modernize, and the country continues to embrace new technologies and aesthetics, but unlike in many countries, Japan does not feel a particular need to attack or remove older technologies, structures, or practices. New things are mostly just layered beside old things. That’s not to say that Japan embraces the large scale preservation of historical structures or that people generally practice traditional ceremonies, but people generally believe that if a small number of people want to continue on a tradition or preserve a building that they own, they should be allowed to do that. In this way, development mostly happens in a piecemeal fashion, one building at a time, rather than in large redevelopment projects. Many urban blocks evolve to line up dozens of narrow buildings spanning fifty or more years of design history. Clothing styles evolve along a dozen paths at the same time rather than singular mass fashion trends. An individual that embraces a particular subculture and its fashions may alternately conform to vary different norms when working or at home, but there is little sense of conflict between these roles.

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Generative AI
3,491,098 Views · 4 years ago

This is my solution to lrCostFunction.m function in Programming assignment 3 from the famous Machine Learning course by Andrew Ng.

Github: https://github.com/AladdinPerz....on/Courses/tree/mast




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