METRICS AND EVALUATION

DEDAN KIMATHI UNIVERSITY - Main Campus, RC 15, Nyeri, 12345

Unlock the power of metrics and evaluation in the realm of machine learning using Python. This session will delve into the critical aspects of assessing model performance, understanding key metrics, and making informed decisions based on evaluation results.

Nov 7, 2023, 2:00 – 4:30 PM

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Key Themes

Machine Learning

About this event

Join us for an immersive exploration into the world of metrics and evaluation in machine learning, guided by the versatility of Python. In this session, we'll unravel the intricacies of model assessment, emphasizing the significance of selecting the right metrics for diverse tasks. From classic metrics like accuracy and precision to more nuanced concepts like ROC curves and confusion matrices, we'll cover a spectrum tailored for both beginners and seasoned professionals.

Through hands-on demonstrations, you'll gain practical insights into implementing evaluation techniques using popular Python libraries such as scikit-learn. Witness how to interpret evaluation results, identify common pitfalls, and optimize model performance based on meaningful metrics.

Whether you're engaged in classification, regression, or other machine learning tasks, this session aims to empower you with the knowledge to make informed decisions about your models. Bring your curiosity, and let's navigate the intricate landscape of metrics and evaluation in the ever-evolving field of machine learning.

Key Topics:

- Overview of key evaluation metrics (accuracy, precision, recall, F1-score, etc.)

- Confusion matrices and their interpretation

- ROC curves and AUC-ROC analysis

- Precision-recall curves for imbalanced datasets

- Model evaluation in regression tasks

- Fine-tuning models based on evaluation results

- Practical implementation using Python and scikit-learn

When

When

Tuesday, November 7, 2023
2:00 PM – 4:30 PM UTC

Organizers

  • Mark Gatere

    GDSC Lead

  • Brian Muchai

    GDSC Co-Lead

  • Emmanuel Mutua

    Dekut

    Android Aficionado

  • Festus Gitahi

    Web Development Wonder

  • OMBATI OGETO BRIAN

    AI Visionary

  • Victor Mutethia

    Flutter Extraordinaire

  • george kimani

    UI/UX Maestro

  • Mergery Mukoma

    Game Dev Connoisseur

  • Nickson Kiprotich

    IoT Luminary

  • AMANDA FLAVIA AHONA

    Cybersecurity Sentinel

  • Ruth Kamau

    Events / Social Media Maven

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