Top Career Paths for Machine Learning in 2024

What is Machine Learning?

Machine Learning is an AI application that enables computers to do specific tasks like planning, prediction, recognition, diagnosis & robot control without being explicitly programmed. It mainly focuses on advancing computer programs and teaches to make accurate predictions when fed data.

Machine Learning empowers various services, search engines, voice assistants, and recommendation systems, including YouTube, Google, Netflix, Siri, Alexa, Spotify, and social media feeds such as Twitter & Facebook.

Skills Required for Machine Learning Career

To drive remarkable job opportunities in the field of Machine Learning, you need to acquire many skills, as mentioned below:

• Python Core– Installation of Anaconda Distribution and other Python IDE, Python Objects, Numbers & Booleans, Strings, Container, packages like Pandas, NumPy, SciPy, Scikit-learn, Seaborn, & Matplotlib.
  
  
• Data Manipulation– This includes sorting, filtering, duplicates, merging, appending, sampling, data type conversions, derived variables, renaming, formatting, and cleansing data with Python.
  
  
• Deep Learning– Learn about the neuron, backpropagation, ANN-CNN in Python, and installing tensor flow & keras.
  
  
• Data Analysis- Advance your knowledge in univariate and bivariate analysis, creating graphs such as bar, pie, line charts, histograms, boxplots, etc.
  
  
• Machine Learning Core Concepts-  Linear regression, logistics regression, decision tree, cross-validation, XGBoot, hierarchical clustering, grid search cv, SVR, SVM, polynomial regression, isolation forest, Naïve Bayes, KNN Algorithm, etc.
  
  
• OOPs, database, statistics, time series forecasting, (NLP) natural language processing, tableau, model deployment, data preparation, and predictive modeling.

In addition to the above technical skills, it is essential to procure some soft skills or behavioral skills to start a Machine Learning career like:

• Good communication skills
• Rapid prototyping
• Problem-solving abilities
• Domain-centric knowledge
• Time management
• Zeal to consistent learning

Career Paths in Machine Learning 2024

Once you acquire the right Machine Learning skills, it will open a door for several career options. Some of the promising career paths for Machine Learning in 2024 are as follows:

1. Machine Learning Engineer

The fundamental duty of a Machine Learning Engineer is to design & develop Machine Learning systems by using suitable tools, libraries, programming languages, and algorithms. ML Engineers analyze data to create self-directed algorithms that run with a little human supervision. For this job, a person must be competent in probability, statistics, data modeling, system design, ML algorithms, and programming.

2. Data Scientist

Data Scientists are required to collect, analyze and interpret voluminous data to find actionable insights. A Data Scientist incorporates Machine Learning algorithms to find the meaning in the data. Also, they look for problems and provide appropriate solutions. This position requires higher knowledge of Big Data platforms such as Hadoop, Hive, Spark, Pig and programming languages like Python, SQL, etc.

3. NLP Scientist / Computational Linguist

Another promising career opportunity in the Machine Learning domain is NLP Scientist or Computational Linguist. In our daily regime, we use several voice recognition systems and speech-to-text applications mainly based on Machine Learning.

Computer systems learn patterns of speech and understand human languages through computational linguistics. So, the job of a Computational Linguist or (NLP) Natural Language Scientist is to create machines that can swiftly learn the pattern of speech, thereby translating words into spoken languages. To become an NLP Scientist, you must develop a strong understanding of the syntax, grammar, and spellings of at least 1 language in addition to Machine Learning.

4. Human-Centered Machine Learning Designer

As its name suggests, a Human-Centered  Machine Learning Developer is dedicated to designing intelligent systems that can learn individuals’ behavior patterns & preferences through pattern recognition & information processing.

Some popular examples of such intelligent systems are Netflix, Amazon recommendations, and Spotify. For this particular job, you must learn in-depth Machine Learning concepts, how they function, and coding proficiency.

5. Machine Learning / AI Software Developer

Just like any other software developer, a Machine Learning or AI Software Developer needs to have strong coding skills to develop algorithms. Software developers are called creative heads behind computer programs as they design underlying infrastructures to regulate specific computer functions. They are predominantly responsible for creating flow charts, models, and diagrams that streamline coders’ jobs.

ML Developers analyze various system components and decide how they should work. This job requires determining how to implement algorithms for a system to perform specific functions. Also, it calls for a deep understanding of data structures and computer architecture concepts.

Conclusion 

The growth rate of Machine Learning is spectacular, and it is all set to gain more prominence in the near future. With the increasing popularity of Machine Learning, many technology enthusiasts are striving to step into the industry.

Becoming a Machine Learning professional seems easy if you possess real-world experience and the required skills. We provide an upskill program in Machine Learning that covers all the basics to advance level ML concepts. Pursue a steady career in Machine Learning with our support.

Anytime you want to upgrade your skills and need a helping hand to enter or reenter the tech workforce with high-demand tech skills, reach out to us. Since 2010 we have helped 1000’s of job seekers succeed in the technology sector. SynergisticIT’s career-oriented training programs guarantee fast-paced, quality tech education, preparing you with top-notch skills for coveted tech roles in the industry. Reach out to us. SynergisticIT– Home of the Best Data Scientists and Software Programmers in the Bay Area!