Top 5 AI & ML Tools Every B.Tech CSE Student Should Know
In today’s fast-moving world, technology is progressing at an outstanding rate, and the field of Artificial Intelligence and Machine Learning is no oddity. As a B.Tech Computer Science Engineer student, it is binding to stay up-to-date with the latest AI and ML tools and technologies that are making waves in the industry. These tools can support you in evolving your skills and standing out in this dynamic field.
Technology has progressed dramatically in the 21st century. New technologies have completely substituted a few of the early 2000s’ most popular and commercially prosperous ones. Additionally, a lot of brand-new technologies, notably in the fields of engineering and computer science, emerged in 2023. In 2023, these novel technologies are only expected to grow potentially and even get into the hands of the average person.
In the field of computer science, the demand for skilled professionals has soared. Many companies are looking for individuals who are masterful in programming languages, data structures, and algorithms. These skills are beneficial not only in the tech industry but also in finance, healthcare, and other sectors.
AI and ML are among the most widely pursued fields in computer science, and their popularity and scope have continued to grow rapidly in recent years. By 2023, it is expected that the demand for AI and ML skills will have increased even further, and CSE graduates with expertise in these areas will be in high demand across an expansive range of industries.
From self-driving cars to virtual assistants, these technologies have altered the way we interact with the world around us. In fact, AI and ML are now being used in multiple fields, like healthcare, finance, and education, to improve efficiency and accuracy.
The top 5 tools every AI and ML student should be aware of-
- Python: It happens to be one of the most popularly pursued programming languages used in the field of AI and ML. It has a large number of libraries and frameworks like TensorFlow, Keras, PyTorch, and Scikit-Learn that make it easy to enforce machine learning algorithms. Python is also known for its simplicity and readability, making it a great language to learn for novices.
- TensorFlow: This is an open-source platform for building and deploying machine learning models. It’s one of the most widely used ML frameworks and is particularly popular for creating deep learning models. TensorFlow has a large congregation of developers who contribute to its development and advancement as well as provide support to users.
- Keras: It is a high-level neural networks API written in Python that works on top of TensorFlow, Theano, or CNTK. It’s developed to make building deep learning models as easy as possible, with a focus on user-friendliness and modularity. Keras supplies a wide range of pre-built neural network models and layers that can be used to build custom models fast.
- Scikit-Learn: Scikit-Learn is a machine-learning library for Python that offers simple and efficient tools for data mining and data analysis. This tool is constructed using NumPy, SciPy, and matplotlib as its foundation. And provides a wide range of algorithms for classification, regression, clustering, and dimensionality reduction. This tool is also widely used in academia and industry for machine learning assignments.
- Apache Spark: Apache Spark is a distributed computing framework that’s used for big data processing and machine learning. It provides an easy-to-use API for building distributed machine-learning models, and it can handle large-scale data processing. It is specifically useful for managing large datasets that are usually unable to fit into memory on a single machine.
Why is it important as a CSE student to know AI and ML tools?
- Career Opportunities: Since there is a high demand for professionals with knowledge and skills in these areas, CSE students can position themselves to take the edge of a wide range of job prospects in these fields by studying AI and ML tools in detail.
- Real-World Applications: AI and ML tools are being used in many industries, including healthcare, finance, manufacturing, and more. By learning about these tools, CSE students can comprehend how they can be applied to solve real-world problems and create innovative solutions.
- Advancements in Technology: As a CSE student, it is crucial to stay updated with the most current improvements in technology. AI and ML are quickly becoming essential technologies in many industries, and having knowledge of these tools will allow CSE students to stay current and informed about the latest trends.
- Improved Problem-Solving: AI and ML tools are excellent for solving complex problems that traditional programming methods cannot handle. By learning about these tools, CSE students can expand their problem-solving skills and develop creative solutions to challenging problems.
- Competitive Edge: By learning AI and ML tools, CSE students can gain a competitive edge in the job market. Many companies are scrutinising candidates with knowledge of these tools, and having this knowledge can set CSE students apart from other job candidates.
BTech in CSE- AI and ML have grown to be a tremendously popular course. If you’re looking for a reputed institute to complete your education in CSE, NSHM Institute of Engineering & Technology has emerged as one of the best engineering colleges in West Bengal for computer science.
World-class facilities are used at NSHM to improve and sustain both classroom instruction and industrial training. It fosters the greatest industry-integrated education, networking opportunities, internships, and top-tier placements with more than 20,000 alumni and over 500 corporate recruiters.
