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समाप्त होता है 5 June 2026

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The Zen of Data Science - Navigating Core Concepts and Complexity

Discover key concepts and strategic insights into data science, machine learning, and analytics while learning to navigate their complexity and distinguish core principles from peripheral details.
GOTO Conferences via YouTube

GOTO Conferences

6076 कोर्स


37 minutes

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वैकल्पिक अपग्रेड उपलब्ध है

अवलोकन

Discover key concepts and strategic insights into data science, machine learning, and analytics while learning to navigate their complexity and distinguish core principles from peripheral details.

पाठ्यक्रम

  • Introduction to Data Science
  • Overview of Data Science and its Importance
    The Data Science Life Cycle
    Key Concepts and Terminology
  • Essential Tools and Technologies
  • Programming Languages (Python, R)
    Data Manipulation with Pandas and SQL
    Data Visualization Tools (Matplotlib, Seaborn, Tableau)
  • Understanding and Preparing Data
  • Data Collection Techniques
    Data Cleaning and Preprocessing
    Handling Missing Data and Outliers
  • Exploratory Data Analysis (EDA)
  • Techniques for EDA
    Identifying Patterns and Anomalies
    Data Visualization Best Practices
  • Core Concepts of Machine Learning
  • Supervised vs. Unsupervised Learning
    Key Algorithms (Linear Regression, Decision Trees, K-Means)
    Model Evaluation and Validation Techniques
  • Navigating Machine Learning Complexity
  • Feature Selection and Engineering
    Hyperparameter Tuning
    Managing Model Complexity to Avoid Overfitting
  • Advanced Machine Learning Topics
  • Ensemble Methods (Bagging, Boosting)
    Neural Networks and Deep Learning
    Reinforcement Learning Basics
  • Strategic Insights in Data Science
  • Implementing Data Science in Organizations
    Navigating Ethical Aspects and Bias in Data
    Communicating Data Insights Effectively
  • Case Studies and Applications
  • Real-World Data Science Projects
    Industry-Specific Data Science Applications
    Lessons Learned and Best Practices
  • Course Summary and Future Directions
  • Review of Key Concepts
    Emerging Trends in Data Science
    Resources for Continued Learning and Professional Development

विषय

Data Science