How to become a Machine Learning Engineer?

Step 1: Learn a Programming Language

• Popular Programming Language for Machine Learning

1. Python
2. R Language
3. C++
4. Java
5. JavaScript
6. Go
7. Shell

Step 2: Learn Mathematics for Machine Learning

• Importance of Mathematics topics needed for Machine Learning

• (15%) Algorithm and Complexity

• (15%) Multivariate Calculus

• (35%) Linear Algebra

• (25%) Probability and Statistics

• (10%) Others

• Having a basic understanding of Probability and Statistics is important when it comes to mastering Machine Learning.

Step 3: Learn Core Machine Learning Algorithms

• Supervised Learning
• Unsupervised Learning
• Reinforcement Learning

1. Supervised Learning Algorithm :

• Regression
• Decision Tree
• Random Forest
• Classification

2. Unsupervised Learning Algorithm :

• Clustering
• Association Analysis
• Hidden Markov Model

3. Reinforcement Learning Algorithm :

• Supervised & Unsupervised

  • Regression
  • Decision Tree
  • Random Forest
  • Clustering

• Categorical

  • Classification
  • Association Analysis
  • Hidden Markov Model

Step 4: Learn the basic Libraries for Mathematics & Data Handling

• TensorFlow
• Keras
• PyTorch
• Scikit-learn
• Pandas
• NumPy
• Spark
• NLTK
• Theano
• mxnet

Step 5: Learn Deep Learning

• Deep learning is a subset of machine learning, which is essentially a neural network with three or more layers.

• These neural networks attempt to simulate the behavior of the human brain albeit far from matching its ability allowing it to “learn” from large amounts of data.

• While a neural network with a single layer can still make approximate predictions, additional hidden layers can help to optimize and refine for accuracy.

• Deep Learning Applications :

• Law enforcement
• Image Recognition
• Financial services
• Customer service
• Healthcare
• Automatic Machine Translation

Step 6: Start Working on Projects

• Machine Learning Projects Ideas :

  • Amazon Product Review
  • Sentiment Analysis
  • Hate Speech Detection
  • COVID-19 Vaccine Analysis
  • WhatsApp Chats Analysis
  • Dogecoin Price Prediction
  • Social Media Ads
  • Classification
  • Spotify Recommendation System
  • Bankruptcy Prediction Model
  • Instagram Algorithm
  • Netflix Data Analysis