Machine Learning

Best online certification courses to learn machine learning


Machine Learning serves as an application of Artificial Intelligence by allowing software and devices to replicate human thinking, and hence, become more accurate and efficient. This technology focuses on the design and development of software that allows computers to grow and learn from their mistakes without the need for reprogramming and supervision. Hence, all big software companies view Machine Learning as the future of computing as it allows for a self-correcting approach that is extremely efficient. As humans become more and more dependent on machines, we need more developers to work on such technologies. Therefore, such developers are a great need of the hour. Now that you know how important this technology is, let us take a look at how to pick up certified online courses on Machine Learning to teach yourself this concept. 

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Note about Machine Learning Note:

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1. Machine Learning (Career Building Course)

2. Fraud Detection using Machine Learning

3. Machine Learning using Python

4. Movie Recommendation using ML

5. Handwritten Digits Recognition using ML

6. Machine Learning Training & Internship

7. Brain Tumor Detection using Deep Learning

What is a Machine Learning Algorithm?

In general, there are 3 different types of learning machine algorithms. They are as follows:

1. Supervised Algorithms: This sort of algorithm is primarily used to make predictions, and to search for patterns within systems.

2. Unsupervised Algorithms: In such algorithms, data points are not associated with any labels and are primarily concerned with the organization of data into clusters. This method helps with describing the structure of data points and also reduces complex data into more manageable chunks.

3. Reinforcement Algorithms: These algorithms help us choose the best plan of action and is based on the data received from each data node. These algorithms are self-teaching as they adapt and better themselves through practice to reach the optimum solution.

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Latest projects on Machine Learning

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Machine Learning Applications

Machine Learning is finding a lot of use in the field of education as teachers can use it to create highly personalized video lessons for kids. It also helps teachers evaluate the performance of students and makes it easier for them to keep track of the ones who are struggling.

Search engines also rely on Machine Learning to better their conversion rates and search success rates. Google uses ML to create some highly targeted and personalized services and ads. Everything from voice recognition to image search makes use of this technology.

ML is also revolutionizing the field of Digital marketing as it allows customers to create highly personalized services and carry out in-depth market analysis. Sophisticated segmentation helps in forming clusters of customers and companies can formulate special marketing plans for each cluster based on various factors.

The field of healthcare has innumerable uses for Machine and several promising start-ups have helped to include software that makes it easier to track diseases, prevent outbreaks and track the efficiency of certain drugs.

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Advantages of Machine Learning

  • Allows for extensive Data Mining
  • Make successful predictions using data
  • Helps with the automation of mundane tasks
  • Helps with the development of autonomous systems
  • Leads to optimum usage of resources
  • Highly flexible and adaptive

How to build Machine Learning projects Did you know

Skyfi Labs helps students develop skills in a hands-on manner through Machine Learning Online Courses where you learn by building real-world projects.

You can enrol with friends and receive kits at your doorstep.

You can learn from experts, build working projects, showcase skills to the world and grab the best jobs.
Start Learning Machine Learning today!

How do I start learning Machine Learning?

The most common question that students ask when faced with having to learn something new is, “How do I get started?” Well, here are a few tips on how to start your journey with regard to Machine Learning.

  1. First and foremost, build up your mind and tell yourself that you will practice until you understand and are able to apply the concepts of machine learning in applications. As all experts say, half the battle may be won in your head, so make sure you motivate yourself.
  2. Research and find out what exactly you want to learn and build a few goals for yourself in line with those concepts.
  3. Join communities and tribes that share resources and knowledge related to this field. Such spaces are also a great way to clear your doubts and gain some hands-on knowledge of the field.
  4. Focus on what sort of algorithms you want to learn and pick out examples to help understand the concepts easily.
  5. Select a tool that matches your level and start mapping out the process and learn how to utilize and handle the tool effectively.
  6. Pick up on new programming languages to make it easier for yourself to code on multiple platforms.
  7. Practice on relevant datasets to gain more insight into how the process actually works.
  8. Keep working on your model, and fine-tune it to improve model accuracy by testing it on various new datasets.
  9. Keep going over resources related to Linear Algebra, Calculus, Statistics, and Python programming to ensure you have your basics in order so that you don’t find it difficult to understand more advanced topics later on.
  10.  Finally, make sure to practice for large amounts of time because only when you implement the concepts you learned will you be able to fully understand these concepts.

Essential Topics

  • Bias-Variance tradeoff
  • Optimization Algorithms
  • Data Preprocessing
  • Sampling and Splitting
  • Supervised and Unsupervised Learning
  • Model Evaluation
  • Ensemble Learning
  • Applications

Is an online certificate worth anything?

Many people now opt for online certificates when trying to teach themselves something new. This is a great way to kick-start your learning when it comes to any new topic because it allows you to learn things at your own pace. Also, there is no need to physically get yourself to class, and it has the added benefit of being a lot cheaper than physical classes. Also, since most organizations now recognize online certificate programs, these help students learn a lot of new skills that can help them greatly in their future careers.

However, some people still wonder whether these certificates are worth the effort. My honest answer is that they are 100% worth the effort. An academic certificate course is well worth the effort and investment because it helps you learn and grow as a student and as an individual.

Best online certification courses to learn machine learning

The best way to kick-start your self-learning process is to create projects of your own and implement the theory you have studied earlier. The best part about learning machine learning is getting to see real-world applications of it and understanding how all these concepts affect our day-to-day lives. Rome wasn't built in a day, similarly, your skills need to be developed slowly and with regular practice. Here’s a look at a few projects to help you along the way.

1. Fraud detection using Machine learning

As more and more people switch to online payment methods, occurrences of credit card fraud are also on the rise, having hit $32.320 trillion recently! So, what if I told you that you could put to use what you learned in ML to prevent such mishaps? In this machine learning online course, you will use the Machine Learning concepts you have learned to tackle this issue and solve it once and for all. Learn various ML algorithms to develop a fraud detection project in Python.

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2. Machine Learning using Python

Machine learning allows computers to be smart and learn from their mistakes. It is a great skill that will benefit you greatly because it is the future of computing. In this machine learning online course, you will learn the Python required to implement Machine Learning concepts. In terms of career prospects, Machine Learning is an up and coming field that has been getting a lot of attention. As young students, this Machine Learning project will give you the edge needed when it comes to securing a good future. Through this project, you will learn about how ML is used to predict housing prices by going over data regarding the rest of the real-estate in that area. The concepts that will be touched upon are algorithms, pre-processing of data, model visualization, and Jupyter.

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3. Movie recommendation using Machine Learning

We all have heard of Netflix and know about how it is revolutionizing the way we consume media. One of the best things about Netflix is its movie recommendation software that seems to know exactly what we want, even before we know it ourselves. In this machine learning online course, learn how to build a similar recommendation system using Machine Learning algorithms. The concepts which will be explored are Squared Error Function, regression, clustering, and KNearest function.

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4. Handwritten digits recognition using Machine Learning

Another interesting field in which Machine Learning plays an important role in forensics, psychology and artificial intelligence. Through this machine learning online course, learn how ML algorithms are used to recognize handwriting and written digits and characters. This model finds active use in police searches, in the recognition of number plates and also when it comes to processing cheques in banks. The main concepts which will be discussed are computer vision, Deep Learning, and Neural Networks.

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Hope you got some idea about online certification courses to learn machine learning. You can also have a look over to our machine learning online courses that comes with a digital certificate. 

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Best online certification courses to learn machine learning
Skyfi Labs Last Updated: 2021-03-07

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