A+ rating
Average 5.00 ratingMachine Learning Development Services
CDU delivers full-stack machine learning development services, from early-stage ML consulting to fully managed model operations. Every service below runs as a standalone engagement or as part of a broader AI and data transformation.
Machine Learning Consulting
We review your data, use case and business goals to scope a machine learning strategy that's realistic for your budget and timeline.
Recommendation Engines
Personalisation and recommendation systems tuned to your product's catalogue and user behaviour.
Custom ML Model Development
Our machine learning engineers design, train and validate models for classification, regression, forecasting and recommendation tasks.
Data Engineering for ML
Clean, reliable feature pipelines so your models train on data you can trust.
Predictive Analytics
We build forecasting and propensity models that turn historical data into decisions your team can act on.
Model Monitoring & Retraining
Ongoing drift detection, performance tracking and scheduled retraining so accuracy doesn't quietly decay.
Computer Vision Development
Image classification, object detection and quality-inspection models trained on your own data.
AI Strategy & Roadmapping
A prioritised roadmap that separates genuine ML opportunities from problems better solved with simple automation.
Natural Language Processing (NLP)
Text classification, sentiment analysis, entity extraction and document intelligence built for your domain language.
Custom AI Software Development
End-to-end AI-powered applications, from the model through to the interface your team and customers actually use.
LLM & Generative AI Integration
We fine-tune, prompt-engineer and integrate large language models, including retrieval-augmented generation (RAG) over your own data.
MLOps & Model Deployment
We package, deploy and version your models with CI/CD pipelines built for machine learning, not just application code.
Machine Learning Technology We Work With
CDU is platform-agnostic across AWS, Azure and Google Cloud, and we're comfortable recommending against a tool or framework when it isn't the right fit for your use case.
We work across the ML ecosystem, from Python, TensorFlow and PyTorch to Scikit-learn and XGBoost, with MLOps powered by MLflow, Kubeflow, Docker and Kubernetes. Our capabilities extend across AWS SageMaker, Azure Machine Learning and Google Vertex AI, supported by OpenAI, Hugging Face, LangChain and modern data platforms. This approach keeps your machine learning environment scalable, production-ready and aligned with your business goals.
Benefit’s the Services
Get the right Machine Learning stack, tailored to your business needs.
Tailored ML Stack Selection
Flexible Model Architecture
Scalable ML Infrastructure
Connected Data Ecosystem
ML Frameworks & Languages
Python, TensorFlow, PyTorch, Scikit-learn, XGBoost
MLOps & Deployment Tools
MLflow, Kubeflow, Docker, Kubernetes, Airflow
Cloud AI & ML Platforms
AWS SageMaker, Azure Machine Learning, Google Vertex AI
LLM, NLP & Generative AI
OpenAI, Hugging Face ,LangChain, spaCy, Vector databases
Data Engineering & Analytics
Pandas, Apache Spark, SQL, Power BI, Snowflake
How We Deliver Machine Learning Projects
A structured path from first data review to fully managed model operations, built to reduce the risk that's typical of machine learning projects.
ML readiness & data assessment
Roadmap & fixed-scope quote
Build, train & validate
Deployment & handover
Managed monitoring & retraining
Hey 👋 I am Gokul, Sr. Business Consultant
Let's talk about your growthWhy Choose CDU for Machine Learning Development
CDU's machine learning engineers have built production ML systems across finance, retail and logistics, so data pipelines, models and infrastructure are designed together not as separate projects that never quite connect.
Typical Outcomes After a Machine Learning Engagement
The figures below reflect the typical ranges our clients have reported across recent machine learning engagements, not guarantees. Your results depend on your starting data quality and use case.
User Training
60%
Faster Onboarding
Integrations
130+
Dealerships Connected
Operations
99.9%
Platform Availability
Choose how you want to start
Org Health Check
Audit your existing org to find quick wins before investing further.
- Full architecture review
- Security & compliance audit
- Performance analysis
- Recommendations report
Implementation
POPULARFull cloud setup from scoping to go-live with fixed-price delivery.
- Sales or Service Cloud Core
- Custom Apex / LWC logic
- Full data migration & QA
- Comprehensive user training
Managed Services
Dedicated admin support without the overhead of a full-time hire.
- 24/7 technical helpdesk
- Automation & workflow shifts
- Release and health compliance
- Config and report build-outs
Trusted by Businesses.
Backed by Results.
Real partnerships. Honest feedback. See why organisations across Australia trust Cloud Downunder to design, build, and support their digital products.
A special shout-out to Sam, who was incredibly professional, knowledgeable, and dedicated. Sam took the time to understand my needs and expectations for a future Mercedes-Benz App and went above and beyond. His attention to detail and commitment is evident in every aspect of his work. In addition to his technical expertise, it is clear that Sam is genuinely invested in the success of his clients. If you're looking for a reliable, talented, and customer-focused app development company, look no further than AppGurus.
AppGurus built a platform to manage the driver compliance paperwork and fault reporting system for heavy vehicles. It could automatically review all paperwork, sending notifications when there were issues. AppGurus showed genuine passion for the project, giving invaluable technical insights.
AppGurus managed the project well despite the changes in the scope and design. The team constantly communicated through messaging apps at every key deliverable. They also collaborated through in-person meetings.
AppGurus ensured a smooth workflow through frequent communication and prompt customer support — they were always quick to respond to any queries or concerns. The team was also proactive in terms of sharing helpful ideas. They loved my concept and understood my target market really well.
AppGurus was helpful, timely, and efficient at collaborating via Basecamp. Moreover, they embraced the client's vision very well and were communicative, responsive, and solutions-oriented. They were very quick to embrace my vision, providing me with endless solutions for anything I asked for.
AppGurus offered strong interpersonal relationships that optimized the development process. The apps have remained in the top positions of the education genre in the Apple Store. I appreciate AppGurus' loyalty and understanding. We've formed a bond and trust with each other, and we respect each other's opinions.
We came to AppGurus with an idea and extremely basic wireframe of our concept. They provided priceless industry knowledge, transparency and understanding as part of the design and construction process. As a startup with no app development or programming knowledge, the experience of AppGurus turned our idea into a polished, fully functioning product. The continuing support we have received after completion of our app has been exceptional.
I moved to AppGurus in 2019 after using another company for a number of years and not being satisfied with the quality of work. The change was the best thing I ever did for my app. AppGurus actually listened to exactly what I wanted out of my app and nothing was too hard for them - as well as their pricing was attractive. I would happily recommend AppGurus to anyone whether they are wanting a development done from scratch or already have a product and they are not happy with their current service. I'm very excited about the future of my app knowing I have the backing of AppGurus if I need anything.
Where to begin? We can all conceive that app development is highly specialized. Client expectations have to be managed especially where projects take on a life of their own, creating options that could never have been envisaged at the start. In our case, subject to certain parameters, AppGurus became a quasi partner in fulfilling the dreams we had of our project. The integration of their ideas into our project was priceless. This does not happen in normal business dealings. Big Thumbs Up AppGurus.
I approached the AppGurus to transform my Homeworthy Inspection System into a mobile app. They guided me through the entire process and made Homeworthy a robust platform by utilising my vision and industry experience. Many businesses and individuals now conduct their inspection services using Homeworthy and the numbers are growing. I personally have saved 2 hours per day on inspection reports, by simply using the Homeworthy app. It's a fast and reliable experience.
We never felt that we were dealing with sales people, but rather with a team that had a deep technical understanding. AppGurus built an app to improve communication between the client and their customers. They also integrated an AI element to make custom recommendations to users.
Working with the AppGurus was very professional and streamlined. They took my vague descriptions of what I wanted and turned them into something real and functional. There was a lot of extra guidance which has been quite valuable in shaping Eater Meter to what it is today. I highly recommend AppGurus for any sort of web-app related development.
These guys are great and easy to work with. Their patience and service has been amazing considering we come from a non tech background. Highly recommend them.
AppGurus provided the outcome what I was expecting. I just shared my idea with their team which I wanted to publish in the market and they guided me and made this product in a very efficient way. My apps are available on stores and I am really happy with the service they provided.
App Gurus delivered a fully-optimized product that went beyond the project's original scope, much to the client's delight. The team was highly communicative, and internal stakeholders were particularly impressed with the vendor's team dynamic, work ethic, and solutions-based approach.
The app has earned a significant amount of downloads since its launch. Thus far, the platform has satisfied expectations and matches the original vision. App Gurus is dedicated to the project, ensuring they’re approachable and timely in the case of issues.
App Gurus listened to client needs and ensured any technical issues were resolved quickly. The cost was higher than expected, and there was a slight staffing mishap early on, but user responses have been good.
App Gurus has delivered a functional and easy-to-use app in a timely manner. The team has ensured stellar communication and efficiently addressed the project requirements. Their receptiveness, design competencies, and innovative approach are key elements of their work.
Boasting a strong understanding of the client's needs and goals, allowing them to confidently deliver a solution that matched. The reliable team utilized Basecamp to manage the project and collaborate effectively with the client throughout. Their high-quality design and development work stood out.
Thanks to App Gurus' efforts, the client was able to establish a clear scope for a web-based solution while tailoring the apps for their target audience. The app also allowed businesses to sign up and manage their menus. Overall, the team was easy to work with and dedicated to the project.
Decided on App Gurus to save time and effort. They understood what I wanted, and I loved their enthusiasm and energy from the beginning and felt that they were the right people to work with. They provided various options and a quote that was unbeatable which was a contributing factor to my decision to work with them within a specific budget. They guided me through the processes step-by-step and I received some great advice along the way.
App Gurus has successfully delivered a fully functional website and mobile app, satisfying the client's needs. The team utilizes their in-depth knowledge to deliver quality outputs and provide helpful advice. The partners interact through email and messaging apps. Their knowledge is impressive.
Love the design of my app and very happy with the progress. Sam and his developers have gone the extra mile to give me a great product. Looking forward to launching this summer!!
I have been very happy to work with App Gurus on my project. It was a complex project, and it took time to refine it to conform to my ideas. They approached it with patience and professionalism, and I am definitely pleased with the final outcome.
My company engaged App Gurus to create a new portal linking several off the shelf software items using API. Not only was App Gurus affordable, their work was completed within timely and correctly. I would have no hesitation in recommending Sam and App Gurus for your next project.
When I was looking for a company to take on my app, most companies wanted to charge me more than my budget just to create a proof of concept. App Gurus came up with a plausible solution on how to make my idea work at our first meeting. This was my first app development project and the team walked me through the process to not only build the app, but also assisted with all things Apple and getting it on to the App Store. The result is a very professional and funky product.
Despite setting high expectations, App Gurus managed to exceed them. I had a unique job that required some out of the box thinking and App Gurus was up to the challenge. Their ongoing support was excellent - actively seeking my feedback, being patient with all my requests and prudently addressing them. I’d highly recommend their services if you’re looking for a job to be done right.
Top B2B Company
4.8
out of 5Verified Google Reviews
4.8
out of 5Top Software Development Company
4.8
out of 5Frequently Asked Questions
Everything you need to know about Cloud Downunder's services, process, and Australian-local approach.
Still have questions?
We're here to help. Reach out directly and our specialists will respond within 2 business hours.
A machine learning development company designs, builds and deploys models that learn from your data — covering everything from data engineering and model training to MLOps, deployment and ongoing monitoring. Most Australian businesses engage a machine learning partner either for a single project, an embedded team, or fully managed ML operations.
Cost depends on the scope and data readiness of your project. A fixed-price ML readiness assessment is the usual starting point, followed by a scoped model development project or an ongoing managed ML retainer. Most engagements are quoted after a short discovery call once we've reviewed your data and use case.
A machine learning model development project typically covers data preparation and feature engineering, model training and validation, deployment into your production environment, monitoring setup, and full documentation handed over to your engineering team.
A direct hire suits teams that need a permanent, embedded resource working across multiple projects. A managed machine learning service suits teams that need senior-level coverage — including deployment, monitoring and retraining — without the cost and hiring risk of a full-time role. Many Australian businesses combine both.
Machine learning is the broader discipline of building models that learn patterns from data, including classification, forecasting and recommendation systems. Generative AI is a subset focused on models — including large language models — that generate new text, images or content, often through fine-tuning or prompt engineering rather than training from scratch.
A single machine learning model typically takes three to eight weeks from data review to production deployment, depending on data quality, feature complexity and how many systems it needs to integrate with. Larger or multi-model projects are usually delivered in phases.
Yes. Our MLOps services cover model versioning, CI/CD for ML pipelines, drift detection, performance monitoring and scheduled retraining, supported during Australian business hours for both cloud-native and self-managed deployments.
Yes. We scope generative AI and LLM integrations — including retrieval-augmented generation (RAG), prompt design and evaluation — as a proof of concept first, so the use case is proven with your own data before it's rolled out more broadly.
A data scientist focuses on analysis, experimentation and generating insight, often working in notebooks and presenting findings. A machine learning engineer focuses on taking models into production — building the pipelines, infrastructure and monitoring needed to run them reliably at scale.
Not necessarily — data quality issues are common and part of what an ML readiness assessment identifies. What matters most is having enough relevant historical data for your use case; our data engineering work then cleans, structures and prepares it for model training.
Speak with the team lead
Ready to scale your growth?
We help ambitious teams build digital products and campaigns that convert.
How can I get in touch?
Reach us via the contact form, email, or phone. We'll connect you with the right expert.
What support do you offer?
From strategy and design to development, cloud, AI, and ongoing support we're with you every step.
How fast will I get a reply?
We typically respond to all enquiries within 1 business day.