Are you Learning the right skills to Become a Machine Learning Engineer

What is Machine Learning?

Machine learning is an application of artificial intelligence (AI) that provides systems the ability to automatically learn and improve from experience without being explicitly programmed. Machine learning focuses on the development of computer programs that can access data and use it to learn for themselves.

One of the main differences between humans and computers is that humans learn from past experiences, at least they try, but computers or machines need to be told what to do. Computers are strict logic machines with zero common sense.

That means if we want them to do something, we have to provide them with detailed, step-by-step instructions on exactly what to do.

So we write scripts and programmed computers to follow those instructions. That’s where Machine Learning comes in. The machine learning Concept consists of getting computers to learn from experiences-past data.

This is achieved by training the computer with Lots of Data

• Detecting whether a mail is spam or not:-
• The increasing volume of unsolicited bulk e-mail (also known as spam) has generated a need for reliable anti-spam filters. Machine learning techniques now days used to automatically filter the spam e-mail in a very successful rate.

• Recognizing Handwritten digits

1. Import the libraries and load the dataset. First, we are going to import all the modules that we are going to need for training our model. ...
2. Preprocess the data. ...
3. Create the model. ...
4. Train the model. ...
5. Evaluate the model. ...
6. Create GUI to predict digits.

• Fraud Detection in Transactions:-
• Machine learning refers to analytic techniques that “learn” patterns in datasets without being guided by a human analyst. ... The techniques are extremely effective in fraud prevention and detection, as they allow for the automated discovery of patterns across large volumes of streaming transactions.

• Now let see what are the top 5 skills to get a Machine Learning job ??

1. MATH SKILLS

• STATISTICS
• LINEAR ALGEBRA
• CALCULUS
• PROBABILITY

2. Programming Skills

• A little bit of coding skills is enough but it's preferred to have the knowledge of Data Structures and Algorithms and OOPS concepts.
• Some of the popular programming languages to learn for Machine Learning are Python, R, Java & c++.
• It's your preference to masters any one of the programming languages.
• Below are some of the opportunities available to a student learning machine learning course in pursuit of a machine learning degree.

3. Data Engineer Skills

• Data Engineer needs skills to efficiently extract the data from a source, which can include different data ingestion approaches like batch & real-time extraction. There are various other skills which could make the data ingestion more efficient like incremental load, loading the data parallelly, etc

4. Knowledge of Machine Learning Algorithms

• At its most basic, machine learning uses programmed algorithms that receive and analyze input data to predict output values within an acceptable range. As new data is fed to these algorithms, they learn and optimize their operations to improve performance, developing 'intelligence' over time.
• The learner should be familiar with popular Machine Learning Algorithms such as Linear regression, Logistic regression, Decision trees, Random forest, Clustering (it means hierarchical), Reinforcement Learning and Neural Networks.

5. Knowledge of Machine Learning Frameworks

• SCIKIT LEARN
• TENSOR FLOW
• AZURE
• CAFFE
• THEANO
• SPARK & TORCH

“Thank you for your valuable support from the past 6 to 8 months. I’ve had fun getting to know you better, and I’ve learned so much from talking with you and seeing how you all work & watching my post & articles. I just want to say thank you to all, you are giving all Love & Support to my work genuinely. You are amazing at what you do! I’m grateful to have had the chance to work with you in the upcoming time.”

HAVE A NICE DAY ??