What are the critical skills for artificial intelligence and how to build these skills?
According to me, the AI industry requires engineers to think in new ways, so imagination is a vital skill. In order to solve challenging problems using analytical thinking, engineers must use logic and reasoning to come up with new ideas.
Please take a look at this discussion:
https://www.researchgate.net/post/What_skills_do_you_consider_necessary_to_be_a_data_scientist
Dear Adel,
One way to visualize the skills needed for artificial intelligence is to decompose the phrase into its two components: artificial and intelligence.
First, one needs a solid grasp of computer coding, and in particular python. Beyond this, one also needs to be able to think like a machine. For instance, imagine I have the question of who is the best actor. It is easy for a person to watch several movies and decide, but a computer find this problem very difficult because it involves intense visual and auditory learning. A great AI engineer has to be very adept at understanding how machines can think, and this understanding needs to come from a solid grounding in linear algebra and probability. Deriving gradient descent algorithms may not be necessary, but understanding classifier risk and VC dimension, for instance, is.
Second, one needs intelligence Implementing AI algorithms requires a clear understanding of the problem, a logical and creative solution, and a strong ability to think outside of the box. These skills really are crucial in all aspects of AI. I have often seen students who are very talented at math competitions become excellent at AI.
Hopefully this helps, and best of luck with your work.
Dear Adel Ben Youssef
I have a suggestion: do not wait to learn first, jump to work and you will learn.
Here are some artificial intelligence skills that you need to have:
-Programming languages (Python & R are the most essential), I prefer the Python
-Linear algebra & statistics, we learned basic knowledge as an engineer
-Artificial Neural Network architectures, knowing about the neurons and layers, input, target
-MATLAB & Simulink, if you are a beginner without having a good ability in programming you can start with Matlab
-Signal processing techniques, it is useful for sensors and data mining
Also kindly check this link:
https://www.simplilearn.com/top-artificial-intelligence-career-choices-and-ai-key-skills-article#top_artificial_intelligence_skills
I am trying to gather some profiles at Merlot conference (USA), to handle an e-learning project. To look at my confernce:
Conference Paper ESSAY ON BIG DATA AND STOCHASTIC MODEL copyright@Amin ELSALEH
There are need to focus on intelligence . What is the intelligence and how to development takes place of intelligence by learning ? There are also need to under stand the cognitive structure of brain by which human and animal learn . how we could develop this cognitive structure inside the machine by which machine could learn itself not would depend on algorithm and programming
Answering your statement "There are also need to understand the cognitive structure of brain by which human and animal learn ." I am trying to experiment how can we understand the cognitive structure of brain through the present wargames application, to slowdown what the leaders of our world are planning for a third world war in the next future, my elearning project which I shall submit at MERLOT annual conference shall build a network of very brilliant experts to understand more the cognitive structure of brain and develop longterm peace projects
https://www.academia.edu/43796598/Stochastic_Model_and_Worldwide_Conflict_Resolution_chaos_control_modeling_and_simulation
How I perceive things?
I can expect my machine to do the same :)
I will have to model that, that's the challenge
you would have to search the sensors for all type of perception like pressure , temperature, fragrances etc. and combined effect also of them .
Vivek Kumar Sharma Rishav Pramanik Amin Elsaleh Masoum Mohammadi Gharagoz Nathan Zavanelli Cecilia-Irene Loeza-Mejía Mohammad Nasfikur Rahman Khan Many thanks for sharing your ideas and works!
Cecilia-Irene Loeza-Mejía I would be hesitant to recommend just "data science", because it leads to going away from what "artificial intelligence" as a field was supposed to be in the first place.
Dear Adel Ben Youssef, answering your question "How to build these skills" ? unfortunately it is difficult through reserach gate, which is more individual research oriented, I am trying through acedemia.edu to gather some specialists, my email is [email protected] and my success story is building this collection where many contributors are participating since 2014
https://www.academia.edu/43796598/Stochastic_Model_and_Worldwide_Conflict_Resolution_chaos_control_modeling_and_simulation
First you need to understand what business problem is then these are helpful:
- Data preparation, Data Analysis
- Neural Networks (CNN, RNN, LSTM etc.)
- Algorithms plays important role in Machine learning
- Statistics & Probability
- Deep learning
- Natural Language processing
- Programming language : R, Python
- Problem Solving, Analytical skills
- Tools : MATLAB, Rapid Miner, PyTorch, Google Colab, Jypyter Notebook, KNIME
I recommend Rapid Miner Studio and MATLAB for beginners
Looking beyond prerequisite, architecture is a must
https://www.academia.edu/44725919/EVOLUTION_ARCHITECTURALE_Architectural_Evolution
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