Introduction to Machine

• Learning and Scala
• Learning Outcome: Understand the fundamentals of machine learning and Scala's role in this domain.
• What is Machine Learning
• Machine Learning with Scala: Advantages and Use Cases

Supervised Learning in Scala

• Learn the basics of supervised learning and how to apply it using Scala.
• Supervised Learning: Regression and Classification
• Linear Regression in Scala
• Logistic Regression in Scala

Unsupervised Learning in Scala

• Understand unsupervised learning and how to apply it using Scala.
• Unsupervised Learning:Clustering and Dimensionality Reduction
• K-means Clustering in Scala
• Principal Component Analysis in Scala

Neural Networks and Deep Learning in Scala

• Learning Outcome: Learn the basics of neural networks and deep learning with a focus on implementing them in Scala.
• Introduction to Neural Networks
• Feedforward Neural Networks in Scala
• Deep Learning and Convolutional Neural Networks

Introduction to Generative AI and GPT in Scala

• Gain a basic understanding of generative AI and GPT, and how to utilize GPT-Scala for natural language tasks.
• Generative AI: Overview and Use Cases
• Introduction to GPT (Generative Pre-trained Transformer)
• GPT-Scala: A Library for GPT in Scala

Reinforcement Learning in Scala

• Understand the basics of reinforcement learning and its implementation in Scala.
• Introduction to Reinforcement Learning
• Q-learning and Value Iteration
• Reinforcement Learning with Scala

Time Series Analysis using Scala

• Learn time series analysis techniques and how to apply them in Scala.
• Introduction to Time Series Analysis
• Autoregressive Integrated Moving Average (ARIMA) Models
• Time Series Analysis in Scala

Natural Language Processing (NLP) with Scala

• Gain an understanding of natural language processing techniques and their application in Scala.
• Introduction to NLP: Techniques and Applications
• Text Processing and Feature Extraction
• NLP Libraries and Tools for Scala

Image Processing and Computer Vision with Scala

• Learn image processing techniques and computer vision concepts with a focus on implementing them in Scala.
• Introduction to Image Processing and Computer Vision
• Feature Extraction and Image Classification
• Image Processing Libraries for Scala

Model Evaluation and Validation

• Understand the importance of model evaluation and validation, and how to apply these concepts using Scala.
• Model Evaluation Metrics
• Cross-Validation Techniques
• Model Selection and Tuning in Scala

Scalable Machine Learning with Scala

• Learn how to handle large-scale machine learning problems using Scala.
• Challenges of Large-Scale Machine Learning
• Data Partitioning and Parallelization
• Distributed Machine Learning with Scala

Machine Learning Deployment and Production

• Understand the process of deploying machine learning models into production using Scala.
• Deployment Challenges and Best Practices
• Model Serialization and Deserialization
• Monitoring and Updating Models in Production

Ensemble Learning Techniques in Scala

• Discover ensemble learning techniques and their implementation in Scala.
• Introduction to Ensemble Learning
• Bagging and Boosting Techniques
• Implementing Ensemble Models in Scala

Feature Engineering for Machine Learning in Scala

• Learn advanced feature engineering techniques to improve machine learning model performance in Scala.
• Importance of Feature Engineering in Machine Learning
• Feature Scaling and Normalization Techniques
• Handling Missing Data and Categorical Features

Advanced Optimization Techniques for Machine Learning

• Understand advanced optimization techniques for machine learning models and their application in Scala.
• Gradient Descent and Variants
• Regularization Techniques (L1 and L2)
• Hyperparameter Tuning Strategies

Additional course details:

Nexus Humans Machine Learning Essentials for Scala Developers (TTML5506-S) training program is a workshop that presents an invigorating mix of sessions, lessons, and masterclasses meticulously crafted to propel your learning expedition forward.

This immersive bootcamp-style experience boasts interactive lectures, hands-on labs, and collaborative hackathons, all strategically designed to fortify fundamental concepts.

Guided by seasoned coaches, each session offers priceless insights and practical skills crucial for honing your expertise. Whether you're stepping into the realm of professional skills or a seasoned professional, this comprehensive course ensures you're equipped with the knowledge and prowess necessary for success.

While we feel this is the best course for the ITS Data Analytics course and one of our Top 10 we encourage you to read the course outline to make sure it is the right content for you.

Additionally, private sessions, closed classes or dedicated events are available both live online and at our training centres in Dublin and London, as well as at your offices anywhere in the UK, Ireland or across EMEA.

FAQ for the Machine Learning Essentials for Scala Developers (TTML5506-S) Course

Available Delivery Options for the Machine Learning Essentials for Scala Developers (TTML5506-S) training.

• Live Instructor Led Classroom Online (Live Online)
• Traditional Instructor Led Classroom (TILT/ILT)
• Delivery at your offices in London or anywhere in the UK
• Private dedicated course as works for your staff.

How many CPD hours does the Machine Learning Essentials for Scala Developers (TTML5506-S) training provide?

The 3 day. Machine Learning Essentials for Scala Developers (TTML5506-S) training course give you up to 18 CPD hours/structured learning hours. If you need a letter or certificate in a particular format for your association, organisation or professional body please just ask.

Which exam does the Machine Learning Essentials for Scala Developers (TTML5506-S) training course prepare you for?

The Machine Learning Essentials for Scala Developers (TTML5506-S) prepares you for the Yes official exam. You can take this exam at any exam center across UK including, England, Scotland, Cymru (Wales) or Northern Ireland or live online where ever you are. Exams vary in duration and if required you can request with the provider for any accommodations appropriate for you.

What is the correct audience for the Machine Learning Essentials for Scala Developers (TTML5506-S) training?

This course is geared for experienced Scala developers who are new to the world of machine learning and are eager to
expand their skillset. Professionals such as data engineers, data scientists, and software engineers who want to harness the
power of machine learning in their Scala-based projects will greatly benefit from attending. Additionally, team leads and
technical managers who oversee Scala development projects and want to integrate machine learning capabilities into their
workflows can gain valuable insights from this course.

Do you provide training for the Machine Learning Essentials for Scala Developers (TTML5506-S).

Yes we provide corporate training, dedicated training and closed classes for the Machine Learning Essentials for Scala Developers (TTML5506-S). This can take place anywhere in UK including, England, Scotland, Cymru (Wales) or Northern Ireland or live online allowing you to have your teams from across UK or further afield to attend a single training event saving travel and delivery expenses.

What is the duration of the Machine Learning Essentials for Scala Developers (TTML5506-S) program.

The Machine Learning Essentials for Scala Developers (TTML5506-S) training takes place over 3 day(s), with each day lasting approximately 8 hours including small and lunch breaks to ensure that the delegates get the most out of the day.

What other terms do people search for when looking for this course?

Popular related searched include Scala; Machine Learning.

Why are Nexus Human the best provider for the Machine Learning Essentials for Scala Developers (TTML5506-S)?

Nexus Human are recognised as one of the best training companies as they and their trainers have won and hold many awards and titles including having previously won the Small Firms Best Trainer award, national training partner of the year for UK on multiple occasions, having trainers in the global top 30 instructor awards in 2012, 2019 and 2021. Nexus Human has also been nominated for the Tech Excellence awards multiple times. Learning Performance institute (LPI) external training provider sponsor 2024.

Is there a discount code for the Machine Learning Essentials for Scala Developers (TTML5506-S) training.

Yes, the discount code PENPAL5 is currently available for the Machine Learning Essentials for Scala Developers (TTML5506-S) training. Other discount codes may also be available but only one discount code or special offer can be used for each booking. This discount code is available for companies and individuals.