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Self Paced

Data Science

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By CapaGenius Categories: Self Paced
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About Course

Welcome to our comprehensive Data Science program, where you’ll embark on a transformative journey into the world of data analytics, machine learning, and artificial intelligence. Designed to equip you with the skills and knowledge needed to thrive in today’s data-driven economy, our program covers everything from foundational tools and programming to advanced topics in deep learning and natural language processing.

In the first few weeks, you’ll build a solid foundation in machine learning fundamentals and Python programming, mastering essential concepts and techniques that form the backbone of data science. Through hands-on exercises and real-world projects, you’ll learn how to preprocess and explore data, implement various machine learning algorithms, and evaluate model performance.

As you progress through the program, you’ll delve deeper into advanced supervised and unsupervised learning techniques, gaining expertise in model selection, hyperparameter tuning, feature engineering, and dimensionality reduction. You’ll also have the opportunity to explore the exciting field of deep learning, discovering how neural networks can be used to tackle complex tasks like image recognition and natural language processing.

One of the highlights of our program is the capstone project, where you’ll apply your newly acquired skills to solve a real-world problem in the healthcare domain. From detecting fraudulent activities to predicting patient outcomes, this project will challenge you to think critically, innovate, and showcase your expertise to potential employers.

By the end of the program, you’ll emerge as a proficient data scientist, equipped with the tools, techniques, and practical experience needed to excel in this fast-growing field. Whether you’re looking to kickstart a career in data science, advance your current role, or pursue higher studies, our program will empower you to achieve your goals and unlock exciting opportunities in the data-driven world.

Don’t miss out on this opportunity to future-proof your career and become a sought-after data science professional. Enroll in our program today and take the first step towards a rewarding and fulfilling career in data science.

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Course Content

Foundational Tools & Programming

  • Machine Learning Fundamentals
  • Introduction to Python

Data Wrangling & Exploratory Analysis (EDA)

  • Data Preprocessing
  • Exploratory Data Analysis (EDA)

Supervised Learning & Model Evaluation

  • Introduction to Scikit-Learn
  • Supervised Learning Algorithms
  • Model Evaluation

Advanced Supervised Learning & Unsupervised Learning

  • Supervised Learning (continued)
  • Unsupervised Learning
  • Model Selection & Hyperparameter Tuning

Feature Engineering & Dimensionality Reduction

  • Feature Engineering
  • Dimensionality Reduction

Introduction to Deep Learning

  • Delve into the basics of neural networks, perceptrons, activation functions, and feedforward neural networks

Deep Learning for Natural Language Processing (NLP)

  • Explore fundamental NLP concepts, word embeddings (Word2Vec, GloVe), and advanced models like recurrent neural networks (RNNs) and Long Short-Term Memory (LSTM) for tasks like sentiment analysis and text generation

Project

  • Healthcare Fraud Detection
₹3,499.00 ₹4,999.00
  • All Levels
  • August 12, 2024 Last Updated
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