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This Data Science Full Course for 2025 by Simplilearn offers a comprehensive roadmap for beginners and aspiring data professionals, starting with an introduction to data science and its essential concepts. The course outlines a clear roadmap to becoming a data scientist while incorporating Generative AI tools for mastering job interviews. Core topics include probability, statistics, and the classification of machine learning techniques, along with a detailed comparison of descriptive, inferential, frequency, and kurtosis statistics. You'll explore advanced topics such as Large Language Models (LLMs), the differences between AI, ML, and DL, and tackle concepts like AI bias with practical insights. The course also provides guidance on using OpenAI's ChatGPT model and creating an ATS-friendly resume. This structured curriculum ensures a deep understanding of data science fundamentals and prepares you for real-world applications and interviews.
Following are the topics covered in the Data Science Full Course 2025 By Simplilearn:
00:00:00 Introduction to Data science Full Course
00:04:21 What is Data Science
00:13:33 Roadmap to Data Science
00:18:42 Gen ai tools for job interview
05:28:55 Data Science basics
06:15:14 Probability and Statistics
09:32:13 Classification of Machine Learning
09:50:54 Descriptive Statistics v/s Inferential Statistics V/s Frequency Statistics V/s Kurtosis Statistics
09:52:18 Introduction to LLM
09:58:29 Difference between AI ML and DL
10:04:10 AI Bias
10:19:34 Open ai chatgpt o1 model
10:30:45 ATS Friendly resume
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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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