MLExpert @ AlgoExpert Issued Mar 2023 Credential ID d747fd0242
What did I have to do?
1. Go through all the courses
2. Solve 10 ML programming questions
2. Take a 75 question quiz under 45 minutes and score above an 80% – I got a 96!
(1/2) ML COURSES
Supervised Learning:
1. Naive Bayes
2. Performance
3. Naive Bayes Optimization
4. K Nearest Neighbors
5. Decision Trees
6. Linear Regression
7. Logistic Regression
8. Support Vector Machine
Unsupervised Learning
1. K-means
2. Singular Value Decomposition
Deep Learning
1. Neural Networks
2. Convolutional Neural Networks
3. Recurrent Neural Networks
4. Generative Adversarial Networks
Recommender Systems
1. Collaborative and Content Based Filtering
Ranking
1. Learning to Rank
(2/2) Large-scale ML
Data Support
1. Data Ingestion
2. Data Storage
3. Data Processing
4. Process Orchestration
Exporation
1. Workspaces
Experimentation
1. Frequentist AB Testing
2. Bayesian AB Testing
3. Multi-Armed Bandit
4. Impact Estimation
Large-Scale Training
1. Basic Models
2. Deep Learning Models
3. Model Validation
Productionization
1. Productionization
Hosting
1. Data Hosting
2. Model Hosting
