

Milan's profile and their contact details have been verified by our experts
Milan
- Rate $39
- Response 11h
-
Students1
Number of students Milan has accompanied since arriving at Superprof
Number of students Milan has accompanied since arriving at Superprof

$39/hr
1st lesson free
- Computer Science
- Machine learning
Non-conventional Machine Learning: What you learn in the classroom may not be practical when dealing with complex, messy real-world data. Basic algorithms may show good results on clean, well-prepared
- Computer Science
- Machine learning
Lesson location
About Milan
I have over 20 years of experience in complex data analysis across various industries and analytics domains, including ML modeling, data and model pipeline development, and text and speech analytics. I specialize in designing AI-based analytics tools tailored for diverse business users.
About the lesson
- All Levels
- English
All languages in which the lesson is available :
English
1. Conventional ML Models Have Limitations:
Traditional machine learning models often fail when applied to real-world data in industry settings.
2. Use a Strategic Approach:
a. Start with a realistic dataset, not overly simplified ones.
b. Build a complete data flow pipeline to handle data properly
3. Choose the Right Algorithms:
a. Every algorithm works under specific statistical assumptions; learn these assumptions and pick algorithms accordingly.
b. Use non-conventional algorithms based on your data’s characteristics.
4. Map Outcomes to Business Needs:
a. Ensure that your analysis aligns with business expectations and solves real business problems.
b. Analytics is only valuable if it meets the business's goals.
5. Learn from Industry Experts:
a. Learn from professionals who work with real-world data to build confidence.
b. Just cracking the interview isn’t enough. You need to be able to apply your skills practically to avoid becoming redundant in the industry.
Rates
Rate
- $39
Pack prices
- 5h: $195
- 10h: $390
online
- $39/h
free lessons
The first lesson with Milan will allow you to get to know each other and discuss your needs for future lessons.
- 1hr
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