Udemy - Welcome To Data Science

Files:

• Get Bonus Downloads Here.url (0.2 KB)
~Get Your Files Here ! 1 - What is all the fuss about Data Science
• 1 -Promotional Video.mp4 (34.4 MB)
• 2 - Course Curriculum.html (11.1 KB)
• 2 - What is all the fuss about Data Science.html (20.8 KB)
• 2 -Introduction to Data Science.mp4 (107.5 MB)
• 3 -Introduction to Statistics and Machine learning in Data Science.mp4 (90.2 MB)
• 4 - Important Notice!.html (3.2 KB)
• 4 -Programming Languages, Domain Knowledge & Skills Required in Data Science.mp4 (103.2 MB)
• 5 -Deep Dive into Machine Learning & Statistics in Data Science.mp4 (70.3 MB)
• 6 - Machine Learning & Statistics in Data Science.html (7.1 KB)
• 6 -Impact of Data Science on Society & Business.mp4 (122.2 MB)
• 7 -Explainable AI (XAI) & AI Ethics.mp4 (129.4 MB)
• 8 -Section Completed!.mp4 (4.7 MB)
• Find-me-on-YouTube.url (0.1 KB)
2 - The Pillars of Data Science
• 1 - Programming & Software engineering principles.html (21.5 KB)
• 1 -Learning Framework.mp4 (154.1 MB)
• 2 - Calculus In Data Science.html (4.1 KB)
• 2 - Essential Concepts.html (7.6 KB)
• 2 - Probability and Statistics Essentials.html (5.3 KB)
• 2 - Python Basics & Libraries.html (7.2 KB)
• 2 -Welcome to Pandas NumPy Matplotlib Seaborn.mp4 (58.0 MB)
• 3 - Data Visualization with Matplotlib.html (4.8 KB)
• 3 - Data Visualization with Seaborn.html (4.6 KB)
• 3 - Introduction to Algorithms.html (50.5 KB)
• 3 - NumPy and Pandas for Data Manipulation.html (7.1 KB)
• 3 -Introduction to building an algorithm with Python (Basic).mp4 (220.8 MB)
• 4 - Can we go Deeper Into EDA.html (6.8 KB)
• 4 - Important Notice!.html (3.0 KB)
• 4 - Introduction to EDA.html (2.4 KB)
• 4 -An Actual EDA.mp4 (409.4 MB)
• 5 - Design, implement, and deploy an end-to-end AI solution.html (8.4 KB)
• 5 - Introduction to PyTorch Fundamentals.html (6.1 KB)
• 5 - Introduction to Scikit-learn.html (6.6 KB)
• 5 - Introduction to TensorFlow and Keras.html (6.2 KB)
• 5 - The Future Of EDA with Machine Learning.html (7.5 KB)
• 5 -Beginner End to End Tutorial Project.mp4 (427.1 MB)
• 6 -Section Completed!.mp4 (4.7 MB)
3 - Machine learning, Deep learning & Artificial Intelligence in Data science
• 1 - Python in Machine learning.html (5.4 KB)
• 1 - The History of Machine Learning.html (8.2 KB)
• 1 - What is machine Learning.html (10.0 KB)
• 1 -Mathematics for Machine Learning.mp4 (130.0 MB)
• 2 - Algebra for Machine Learning.html (7.6 KB)
• 2 - Introduction to Supervised learning.html (8.7 KB)
• 2 - Mathematics In MLAI.html (8.7 KB)
• 2 -Supervised learning.mp4 (102.0 MB)
• 3 - Introduction to Unsupervised Learning.html (10.3 KB)
• 3 -Unsupervised Learning.mp4 (189.2 MB)
• 4 - What is deep Learning.html (8.9 KB)
• 4 -Deep learning.mp4 (119.5 MB)
• 5 - Ensemble Methods (Random Forests, Gradient Boosting).html (9.8 KB)
• 5 - Hyperparameter Optimization in AIML.html (7.2 KB)
• 5 - Introduction To Convolutional Neural Networks (CNNs).html (7.1 KB)
• 5 - Introduction To Recurrent Neural Networks (RNNs) and LSTMs.html (7.0 KB)
• 5 - Reinforcement Learning.html (9.0 KB)
• 5 - Stil An Important Notice!.html (8.0 KB)
• 5 -End to end Python walkthrough tutorial.mp4 (511.5 MB)
• 6 -Section Completed.mp4 (4.7 MB)
4 - Introduction To large language models and foundation models
• 1 - Ethical Considerations in AI.html (7.5 KB)
• 1 - Fine-tuning Pre-trained Models.html (8.4 KB)
• 1 - Introduction to LLMs and Foundation Models.html (8.9 KB)
• 1 - Prompt Engineering and Few-shot Learning.html (9.5 KB)
• 1 - Transformers.html (8.7 KB)
• 1 -Section Completed!.mp4 (4.7 MB)
5 - Roles in Data Science
• 1 - Major Roles in Data Science.html (54.2 KB)
• 1 -What is a Data Scientist.mp4 (67.8 MB)
• 2 - The Role of AI Engineers vs. Data Scientists.html (20.5 KB)
• 2 -What is an Artificial intelligence Engineer.mp4 (73.0 MB)
• 3 -What is a Machine Learning Engineer.mp4 (85.3 MB)
• 4 - Future of Roles In Machine Learning.html (6.0 KB)
• 4 -What is a Data Engineer.mp4 (99.0 MB)
6 - This is where we part way
• 1 -Change How You Job Search How AI Platforms Are Matching Opportunities to Your Skills.url (0.1 KB)
• 1 -LinkedIn's Professional Dominance in South Africa How LinkedIn's algorithm affects career development.url (0.1 KB)
• 1 -Parting Thoughts from Course Instructor.mp4 (364.2 MB)
• 1 -The Power of Personal Branding in the Digital Age Productizing Yourself in South Africa and the African Context.url (0.1 KB)
• 1 -What is Your Digital First Impression.url (0.1 KB)
• 1 -What's all the fuss about Data science; What is it & Why transition into Data science.url (0.1 KB)
• Bonus Resources.txt (0.1 KB)