advanced data science course

Intermediate and Advanced Data Science Training Courses by Creative Ground Tech

Take your data science skills to the next level with our Intermediate and Advanced Data Science Training Courses at Creative Ground Tech. Whether you’re looking to deepen your knowledge or explore advanced concepts, our courses are designed to empower you with the expertise needed to excel in the world of data science.

Course Overview

  • Duration: 8 weeks (plus 1-week project)
  • Course Fee: KES 60,000
  • Course Delivery: Instructor-led online (with weekly physical meetup)
  • Course Options: Part-time and full-time 
  • Prerequisites:
    • Successful completion of the Beginner’s Data Science Course or equivalent knowledge
    • Personal computer with internet access

Intermediate Data Science Course

Week 1: Advanced Data Visualization

  • Master advanced data visualization techniques
  • Interactive data dashboards
  • Data storytelling

Week 2: Data Wrangling and Feature Engineering

  • Advanced data cleaning and preprocessing
  • Feature selection and engineering
  • Handling missing data and outliers

Week 3: Machine Learning Algorithms

  • Deep dive into machine learning algorithms
  • Ensembles and model stacking
  • Hyperparameter tuning

Week 4: Deep Learning and Neural Networks

  • Introduction to deep learning
  • Building and training neural networks
  • Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs)

Week 5: Natural Language Processing (NLP)

  • NLP fundamentals
  • Text preprocessing and analysis
  • Sentiment analysis and text classification

Week 6: Big Data Analytics with Spark

  • Introduction to Apache Spark
  • Data processing and analysis with Spark
  • Distributed computing with Spark

Week 7: Advanced SQL and Database Management

  • Advanced SQL queries
  • Database optimization and performance tuning
  • Database administration best practices

Week 8: Capstone Project (Intermediate)

  • Apply intermediate-level data science skills in a real-world project
  • Create a comprehensive data-driven project
  • Project presentation and evaluation

Advanced Data Science Course

Week 1: Advanced Machine Learning

  • Advanced model evaluation and selection
  • Handling imbalanced datasets
  • Anomaly detection and fraud analysis

Week 2: Reinforcement Learning

  • Introduction to reinforcement learning
  • Q-learning and deep Q-networks (DQNs)
  • Applications in gaming and robotics

Week 3: Time Series Analysis

  • Time series data analysis
  • Forecasting and prediction models
  • Seasonal decomposition and anomaly detection

Week 4: Computer Vision

  • Introduction to computer vision
  • Image processing and feature extraction
  • Object detection and image classification

Week 5: Advanced NLP and Text Analytics

  • Advanced NLP techniques
  • Named Entity Recognition (NER) and entity linking
  • Building chatbots and language models

Week 6: Big Data and Distributed Computing

  • Advanced topics in big data analytics
  • Building scalable data pipelines
  • Real-time data processing

Week 7: Data Ethics and Privacy

  • Ethical considerations in data science
  • Data privacy regulations
  • Responsible AI and bias mitigation

Week 8: Capstone Project (Advanced)

  • Apply advanced data science skills in a complex project
  • Address real-world data challenges
  • Project presentation and evaluation

Why Choose Creative Ground Tech?

  • Qualified Trainers: Learn from highly qualified and experienced trainers who are experts in the field of data science, AI, and machine learning.
  • Unmatched Training and Teaching Scheme: Our courses feature an unparalleled teaching scheme that combines comprehensive theory with hands-on practical experience.
  • Hands-on Lab: Gain practical, real-world experience through our hands-on lab sessions, allowing you to apply your knowledge in a supportive learning environment.
  • Advanced Curriculum: Dive deep into advanced data science concepts and technologies.
  • Hands-on Projects: Apply your skills in real-world projects to build a strong portfolio.
  • Expert Instructors: Learn from industry experts with hands-on experience.
  • Career Advancement: Enhance your career prospects with advanced data science knowledge.
  • Certificate: Receive a recognized certificate upon course completion.

Enroll Today!

Ready to take your data science journey to the next level? Enroll in our Intermediate or Advanced Data Science Training Courses at Creative Ground Tech.

Limited Seats Available! For inquiries and enrollment, contact us at:

Elevate your data science career with us!

 
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