Mastering ML Data: Challenges & Solutions |NUCIDA Group

Описание: Mastering ML Data: Challenges & Solutions | NUCIDA Group #mldata #ai #machinelearning

Unlock the secrets behind machine learning success in our latest video, "Mastering ML Data: Challenges & Solutions"! 🚀 Join us as we explore the crucial role of data in ML, the challenges of data procurement, pre-processing, and characteristic determination. With insightful tips on tackling data quality issues and the art of data labeling, we’ll guide you through the intricate world of data management.

Whether you're a seasoned data scientist or just starting out, this video is packed with valuable information to elevate your understanding of ML data challenges. Don't forget to like and share if you find this content helpful!

#MachineLearning #DataScience #MLChallenges #DataPreparation #AI #DataQuality

Timeline:
00:00:00 Introduction
00:00:34 The Heart of the ML Workflow
00:01:06 The Three-Act Play of Data Preparation
00:01:36 Data Procurement - Where It All Begins
00:02:20 Pre-Processing - Cleaning Up the Mess
00:03:24 Characteristic Determination - Finding the Gems
00:04:49 Where It Gets Sticky
00:05:43 Listing the Challenges
00:08:26 Training, Validation, Testing
00:09:10 Balancing and Dividing the Data
00:12:08 When Data Goes Bad
00:12:31 Reasons for Poor Data Quality
00:13:52 Fallout of Poor Data Quality
00:15:07 The Supervised Learning Twist
00:18:44 Conclusion

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