| title | author | theme | header | footer | marp | math | style |
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Mathematics in Industry Landscape |
Syahrul Bahar Hamdani |
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Mathematics and Logic Competitions 2021 |
© 2021 Syahrul Hamdani |
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Hi, I'm Dani 👋🏻
- Sains Komputasi ITB (2017 - 2019)
- Matematika Universitas Airlangga (2012 - 2016)
- Data Science Lead Instructor & Engineer at Bitlabs (Jul 2021 - present)
- Data Science Engineer at Kurio (Jul 2019 - Jun 2021)
- Data Scientist at Bareksa (Des 2018 - Apr 2019)
- Historical Timeline of Mathematics
- Areas of Mathematics
- Mathematics and Life Sciences
- Applied Mathematics in Industry
- The Benefits of Mathematics
- Some Fun Facts about Math
- How I Apply Math at Work
Adapted from wikipedia...
Mathematics studied for its intrinsic interest
- Mathematical foundations - proof theory, set theory, etc.
- Analysis - functions, limits, derivatives, integrals, etc.
- Algebra - field theory, groups, rings, etc.
- Geometry
- Topology
- Combinatorics
- Number theory
Mathematical studies that can be directly applied to real-world problems
- Probability and statistics - statistics, random variables, events, and other mathematical theory of random phenomena
- Computational sciences - numerical analysis, algebraic computation, etc.
- Mathematical physics - classical & quantum mechanics, mechanics of structures, fluid mechanics, etc.
- Operation research (OR) - mathematical modeling, mathematical optimization, statistical analysis, mathematical programming, etc.
From arxiv:
- Algebraic geometry
- Algebraic topology
- Combinatorics
- Differential geometry
- Group theory
- Numerical analysis
- Quantum algebra
- Representation theory
- Statistics theory
- etc.
From Society for Industrial and Applied Mathematics (SIAM):
- Algebraic geometry
- Applied and computational algorithms
- Computational science and engineering
- Life sciences
- Linear algebra
- Data Science
- Optimization
- Supercomputing
- etc.
It's a mystery for some people.
Hence, to demistify this, let's first take a look from academia perspective.
Who's this?
Who's this? Sir Isaac Newton
"Mau kerja jadi apa nanti lulusan matematika? Di bank?" overheard in every mathematics major in Indonesia
"Mau kerja jadi apa nanti lulusan matematika? Di bank?" overheard in every mathematics major in Indonesia
One of the technique is called collaborative filtering and it uses Singular Value Decomposition.
Gmail's smart compose (reference).
In natural language processing (NLP), language model is a chain of probability of what word come next after some words (reference).
Any questions?