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?Caltech Post Graduate Program in Data Science - https://www.simplilearn.com/post-graduate-program-data-science?utm_campaign=MwJWnb0Dl7I&utm_medium=DescriptionFirstFold&utm_source=Youtube
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This Data Science Full Course Video by Simplilearn provides a detailed roadmap to learn data science. It begins with an introduction to data science and explores the future scope of AI. You’ll learn the skills to becoming a data scientist and dive into key topics like AI bias. The course also explains the differences between AI, ML, and DL (Artificial Intelligence, Machine Learning, and Deep Learning) and introduces deep learning and applied data science with Python. Additionally, it covers running Lama privately, understanding LLMs (Large Language Models) and their benchmarking, and working with LangChain. The video concludes with insights into the confusion matrix, beginner-friendly machine learning projects, and essential interview questions, offering a holistic learning experience for aspiring data scientists.
00:00:00 Introduction to Data Science Full Course
00:04:21 What is Data Science
00:05:55 How To Learn AI and Machine Learning
00:14:36 How to become Data Scientist
00:29:29 AI Bias Tutorial For Beginners
00:35:40 Difference between AI Machine Learning and Deep Learning
00:45:16 Roadmap to Data Science
01:31:35 Probability and Statistics
01:40:52 How To Learn Data Science Fast
06:51:05 Deep Learning
06:52:12 How to Run Lama Privately
07:00:56 Introduction to Large Language Models
07:14:25 LLM Benchmarking Tutorial
07:15:44 Lang chain Tutorial
07:43:12 Confusion Matrix in Machine Learning
07:44:02 Q Learning
08:16:19 Stable diffusion
09:23:16 Data Science Interview Questions
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⏩ Check out the Data Science tutorial videos: https://www.youtube.com/watch?v=X3paOmcrTjQ&list=PLEiEAq2VkUUIEQ7ENKU5Gv0HpRDtOphC6
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✅ About Post Graduate Program In Data Science:
This in-depth Data Science program is designed for working professionals, and covers job-critical topics like R, Python programming, Machine Learning techniques, NLP notions, and Data Visualization with Tableau, using an active learning model that includes live sessions from global professionals, practical labs, IBM Hackathons, and corporate ready projects
Key Features
✅ Program completion certificate from Purdue University Online and Simplilearn
✅ Access to Purdue’s alumni association membership on program completion
✅ Core curriculum delivered in live online classes by industry experts
✅ Industry-recognized IBM certificates for IBM courses
✅ Engage in live online masterclasses led by Purdue faculty, staff, and IBM experts
✅ Exclusive hackathons and Ask Me Anything (AMA) sessions by IBM
✅ Gain exposure to ChatGPT, Gemini, Keras, TensorFlow and other prominent tools
✅ Interactive sessions on the latest AI trends, such as GenAI, prompt engineering, LLMs, and more
✅ 3 capstones and 25+ hands-on projects from various industry domains
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
Skills Covered
✅ Exploratory Data Analysis
✅ Descriptive Statistics
✅ Inferential Statistics
✅ Model Building and Finetuning
✅ Supervised and Unsupervised Learning
✅ Ensemble Learning
✅ Deep Learning
✅ Data Visualization
✅ Generative AI
✅ Prompt Engineering
✅ ChatGPT
✅ Explainable AI
✅ Machine Learning Algorithms
✅ Model Training and Optimization
✅ Model Evaluation and Validation
✅ Natural Language Processing
✅ Computer Vision
✅ Reinforcement Learning
✅ Speech Recognition
Learning Path
✅ Program Induction
✅ Programming Refresher
✅ Data Management using SQL
✅ Python for Data Science (IBM)
✅ Applied Data Science with Python
✅ Machine Learning
✅ Deep Learning Specialization
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