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Course Objectives
This immersive Data Science Bootcamp is designed to equip participants with the critical skills and knowledge required to excel in the rapidly evolving fields of Machine Learning, Data Mining, and Big Data. By the end of this course, participants will:
- Gain a deep understanding of core data science concepts and techniques.
- Master the use of Machine Learning algorithms for predictive modeling.
- Learn advanced Data Mining techniques to extract valuable insights from vast datasets.
- Understand the intricacies of Big Data technologies and how to manage, analyze, and visualize massive data sets.
- Apply hands-on experience through practical projects and case studies, preparing participants to tackle real-world data challenges.
Course Outline
Module 1: Introduction to Data Science and Machine Learning
- Overview of Data Science and its impact on various industries.
- Fundamentals of Machine Learning: Supervised vs. Unsupervised learning.
- Introduction to key tools and software used in data science.
Module 2: Data Preparation and Exploration
- Data cleaning, normalization, and transformation techniques.
- Exploratory Data Analysis (EDA) using Python and R.
- Visualization tools and techniques to uncover hidden patterns.
Module 3: Advanced Machine Learning Techniques
- Deep dive into regression, classification, and clustering algorithms.
- Feature engineering and model optimization strategies.
- Hands-on practice with real-world datasets.
Module 4: Data Mining and Text Analytics
- Introduction to Data Mining methodologies and tools.
- Text analytics and Natural Language Processing (NLP) basics.
- Sentiment analysis and topic modeling.
Module 5: Big Data and Cloud Computing
- Understanding Big Data frameworks: Hadoop, Spark, and NoSQL databases.
- Managing and processing large datasets in cloud environments.
- Introduction to Big Data analytics and visualization tools.
Module 6: Capstone Project
- Participants will work on a comprehensive project that integrates all the skills learned throughout the course.
- Real-world scenarios to develop, test, and deploy machine learning models.
Target Group
This course is ideal for:
- Data Analysts and Scientists looking to deepen their understanding of Machine Learning and Big Data.
- IT professionals seeking to transition into data science roles.
- Business analysts who want to leverage data-driven decision-making.
- Graduates and postgraduates in computer science, mathematics, or related fields aiming to enhance their skill set in data science.
- Entrepreneurs and managers interested in harnessing the power of data to drive business innovation.
Course Cost
- 5-Day Bootcamp: €3700
- 10-Day Intensive Program: €6500
This course is available on different dates upon request. Please contact us to schedule a session that fits your availability.
Organizers
This course is organized by the Geneva Institute of Business Management, in collaboration with its esteemed partners across Europe.
This course outline is crafted to ensure visibility and engagement on search engines, attracting individuals and professionals keen on advancing their careers in data science.
