Mindforge ML | Foundations to Intelligence
CI CodesmithMindforge ML | Foundations to Intelligence is an educational podcast by Chatake Innoworks Pvt. Ltd., published under the MindforgeAI initiative. This series explores Machine Learning from first principles to real-world applications, aligned with academic syllabi and practical thinking. Designed for students, educators, and curious minds who want to understand how machines learn, reason, and assist... more
| Publishes | Daily | Episodes | 12 | Founded | 11 days ago |
|---|---|---|---|---|---|
| Categories | EducationCourses | ||||
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Latest Episodes
Welcome to the finale of Unit 2 in Mindforge ML. We are bridging the gap between raw data and a trainable model.
Computers don't understand text, and models cheat if you let them see the answers. In this episode, we cover the final critical steps: t... more
Welcome to Mindforge ML. In this episode, we explore Feature Scaling—the mathematics of fairness in machine learning.
When one feature ranges from 0-1 and another from 0-10,000, your model gets confused. We discuss how to bring all your data to a le... more
Welcome to Mindforge ML. In this episode, we investigate the rebels of your dataset: outliers.
An outlier can be a critical insight (fraud detection) or a disastrous error (sensor glitch). The difference lies in context. We move beyond simple deleti... more
Welcome to Mindforge ML. In this episode, we tackle the most common enemy of data science: missing values.
Real-world data is rarely perfect. Sensors fail, forms get skipped, and files get corrupted. Simply deleting these gaps can ruin your model, b... more
Welcome to the first episode of Unit 2 in the Mindforge ML series. In this episode, we are pulling back the curtain on what really makes Machine Learning work.
Most beginners obsess over algorithms. Experts obsess over data. In this opening chapter ... more
Welcome to Podcast 07 of Mindforge ML | Foundations to Intelligence,an educational podcast by Chatake Innoworks Pvt. Ltd.,published under the MindforgeAI initiative.
In this final episode of Unit 1, we connect Machine Learning ideas topractical impl... more
Welcome to Podcast 06 of Mindforge ML | Foundations to Intelligence,an educational podcast by Chatake Innoworks Pvt. Ltd.,published under the MindforgeAI initiative.
In this episode, we take a critical look at Machine Learning and explore animportan... more
Welcome to Podcast 05 of Mindforge ML | Foundations to Intelligence,an educational podcast by Chatake Innoworks Pvt. Ltd.,published under the MindforgeAI initiative.
In this episode, we shift our focus from learning methods to the real world andexpl... more
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Apple Podcasts | #39 |  India/Education/Courses |
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