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Mobile · Engineering case study

Plant Health Advisor

Client: Hydro Farm Technologies

An Android garden app that detects plant deficiencies from photos and recommends products to treat them.

React NativeTensorFlow LitePythonAndroid

Get Genie AI on Google Play

Illustrative architecture

01

The problem & context

A freelance garden-care app, published on Google Play as Genie AI, where users photograph their plants to diagnose deficiencies across 10 supported plant species.

02

Architecture

Plant Health Advisor is an Android app built in React Native. Gardeners upload a photo of a plant, and a TensorFlow CNN, trained offline on images of 10 plant species and exported to TensorFlow Lite, runs on the device to detect the plant’s deficiency. The app then sends the detected deficiency to a Python API, which looks up recommended products in its database and returns them to the results screen.

Illustrative system view, not a production screenshot.

03

Implementation & my contribution

Built the Android app in React Native, with photo upload and results screens.
Trained a TensorFlow CNN on images of 10 plant species and ran it on-device with TensorFlow Lite.
Developed a Python API that maps detected deficiencies to recommended products.

04

Outcome

Delivered on-device plant deficiency detection with product recommendations in a single Android app.

Testimonials

Voices from collaboration.

Rudresh was a pleasure to work with at Anchor. Through his involvement in very impactful projects he's showed that he's not only capable of handling complex technical problems, but he's persistent, reliable, and enthusiastic about what he works on. You'll find that the value he brings to a team goes far beyond his expertise, as his altruistic personality and care for others uplifts everyone around him and improves morale. That's a much harder trait to find and is something I'll always appreciate about him.

Rami Chaar

Excellent programmer also good logical and analytical skills

Prashant Kumar

Rudresh is professional, technically proficient, and has a strong problem-solving mindset. His clarity in communication, reliability, and commitment to quality make him a valuable asset to any project. He's dependable, detail-focused, and has a strong grasp of both backend logic and user-centric design.

Neetu Dave

I had the opportunity to work with Rudresh in the same team for more than a year and I highly appreciate his problem solving skills, patience and persistence. His friendly nature makes him easily approachable. I have seen him delaying lunch purely out of curiosity and dedication to resolve a complex issue and not due to any deadlines.

Aatharv Bharve

I've had the opportunity to work closely with Rudresh on multiple projects, and I can confidently say he's not only a highly skilled Full Stack Developer but also a genuinely good and helpful person. His strong technical expertise, problem-solving mindset, and ability to deliver clean, scalable, and efficient code set him apart. Rudresh understands business needs deeply and translates them into impactful technical solutions with ease. Beyond his technical abilities, his collaborative attitude and willingness to support others make him a valuable teammate and a pleasure to work with.

Harshal Jain

I had the pleasure of working with you at Hornblower. Your technical expertise has helped us in resolving high priority issues and also I am happy with your development work which always meet our product requirements.
Beyond your coding skills, you also brings creativity, problem-solving ability, and a genuine collaborative spirit to the team. You always take ownership of your work and always eager to help others overcome technical challenges.

Khushal Gupta

I've had the pleasure of working with Rudresh, and he's one of the most skilled engineers I've met. His expertise SaaS architecture is outstanding.
He is very skilled with modern JavaScript stacks such as React, Next.js, and Node.js, as well as AWS and scalable backend systems. His code is well-organized, clean, and efficient, and it was made to last.
Rudresh is a great teammate and knows how to solve problems. He would be a great addition to any team.

Aman Bhargav