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What Are Seven Major Skills Programmers Must Focus on to Transition Into an AI Development Domain in India?

by Teecycle Editorial Staff
26/12/2020
in Tech
AI Development
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Undoubtedly, the tech industry has given two technologies Machine learning and Artificial Intelligence, which have leveraged businesses to transform into smart workstations. Both of these help businesses to operate remotely and perform complex business tasks efficiently.

With the AI masters program, you can learn all the complexities of Artificial intelligence under one roof. However, it is not that easy how it sounds; you need to master the craft to get paid handsomely.

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Here are seven primary skills that a programmer should focus on before setting up in the AI industry.

What is Artificial Intelligence?

Artificial Intelligence implies the encapsulation of human intelligence in machines that are developed to mimic human behaviours and their action. This term includes every machine that can offer problem-solving and learning traits.

One of the AI’s best characteristics is its ability to rationalise an issue and take result-oriented steps to achieve the desired goal. AI is not about robots who can walk and work like humans but is based on the ideology that human intelligence can be interpreted in a way that machines can quickly learn and mimic to execute tasks.  The objectives of Artificial Intelligence involves learning, reasoning, and perception.

As technology is evolving, previous notions that define AI seem to be outdated. Now, AI represents machines that work on behalf of humans to provide error-free results.

Some statistics on Artificial Intelligence

  • According to Gartner, the business value of Artificial Intelligence will reach 3.9 trillion dollars by 2022.
  • 62% of consumers are comfortable in offering data to AI for better customer experience
  • The global AI market is expected to grow by 276 billion dollars by 2027.
  • The number of industries adopting AI has increased by 270% in the last four years.
  • Almost every 9 in 10 businesses have steady investments in Artificial Intelligence.

Seven important skills for a programmer to keep on top-notch for successful AI learning.

Advanced level proficiency in Programming languages

The basics for AI lies in programming languages. So a decent understanding of Python, Java, C++, R, and more is of utmost importance. Every engineer has to learn these languages for AI and ML applications. C++ helps in fast coding, and Python makes it easier to create complex algorithms.

An intermediate level proficiency of R is required to be productive in plots and statistics. Aspiring AI developers should learn Java to implement reducers and mappers. One of the easiest ways to learn these languages is to go for an Artificial Intelligence course in India. Or you can explore open source libraries to master these programming languages.

Well-versed with Algorithms and Mathematics

An ideal AI aspirant must be an expert in applied mathematics and algorithms. These candidates must have superb analytical and problem-solving skills to perform better in their designated work position. The more aware you are of a bunch of algorithms, the more successful you can be in the field of AI.

The majority of companies require AI professionals who have a distinguished level of proficiency in statistics, probability, and mathematics to comprehend the issue. Knowing mathematics and statistics can help ML and AI professionals to understand the problem and identify which algorithm will solve these issues.

Engineers who aspire to work in AI bandwidth need problem-solving and analysis skills.

To keep yourself updated and open to new advanced technologies

Aspiring engineers must have a passion for keeping themselves updated with the new technology trends. If you are aware of most of the tech tools and know their application, you can try for freelancing or part-time jobs to earn decent money.  To make a vibrant career in AI, the aspirant must keep on updating their skills and be well versed with advanced development algorithms, tools, theories, etc.

Plus they should actively take part in online blogs, forums, and communities that are developed to cater to AI aspirants or developers. Do not forget to go through online application tutorials, video conferences, e-courses, etc., to expand their knowledge in that particular niche.

Knows all about Statistics and Probability

Software developers must develop a detailed understanding of Statistics and Probability to keep the grasp tight. Without a basic knowledge of Probability and statistics, one cannot understand various AI models such as Naive Bayes, Gaussian Mixture model, Hidden Markov models, and more. For AI aspirants, it is essential to learn probability and statistics. Go back to your early math days to give it a perfect practice.

AI professionals must have advanced level ability to steer the basics of statistical methods and to employ them as a model evaluation metric.  For probability, focus on the Bayesian theorem and study the fundamental axioms of probability, central limit theorem, and normal distributions. Aspiring AI professionals must know measures of central tendency, Regression, and Inferential statistics.

Intensifying the mastership of Advanced Signal Processing Techniques 

The feature extraction is the integral element of Mobile learning. To master this, developers require to solve different issues via advanced signal processing algorithms like wavelets, curvelets, shearlets, contourlets, bandlets, and more.

Plus the candidates should have a good knowledge of time-frequency analysis and innovate ways to implement them to solve problems. Make sure to learn Fourier Analysis and Convolution to be an expert in advanced signal processing algorithms.

Instinctive creativity and curiosity

To excel in the tech domain, developers must have a creative and open mindset. This enables them to innovate unique solutions to approach a few issues and address them quickly without facing development losses.

Every business is different, and the dealing approach must depend on the problem, so a creative mind will encourage faster problem solving with improved performance.

Persistent towards mastering AI and ML

AI and ML, both are modern-day technologies, and the experts are still looking for tools and services for making the community efficient and profitable. So a persistent attitude will help developers to keep their intellect open for grasping new tech updates and trends.

AI aspirants should be passionate and tenacious about updating their skill sets to attain maximum experience in this field.

Conclusion

AI is the master of technologies and its dominance can be understood by the statement of a Chinese computer science expert Fei-Fei-Li, “If this era is considered the next industrial revolution then AI is the driving force behind this success”.

As the application of AI is increasing exponentially, there are substantial job offers in this field. The majority of the engineers are focusing on the AI bandwagon to access this opportunity for a part-time or full-time job.

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