I will develop machine learning mobile apps with tensorflow lite


About this gig
Real machine learning running on the phone fast, private, and free of server costs.
I build mobile apps powered by on-device ML using TensorFlow Lite. Your models run directly on the user's phone: instant predictions, full offline support, no per-request API bills, and user data that never leaves the device.
What I build with TFLite:
Image classification & object detection apps
Pose estimation & motion tracking (fitness, sports, physio)
Face detection, recognition & anti-spoofing
Text classification, sentiment & smart replies
Audio & sound classification
Custom model integration bring your own model or dataset
My TFLite workflow:
1️ Model selection or training (transfer learning on your dataset)
2️ Conversion & optimization quantization for small size and fast inference
3️ Flutter integration with camera/sensor pipelines at real-time FPS
4️ Testing on real low-end and high-end devices
Why me? I'm a Mobile ML Engineer and instructor with 50,000+ students trained in on-device machine learning. TFLite optimization is literally what I teach I know how to hit real-time performance on mid-range Android phones, not just flagships.
Tech stack: TensorFlow Lite · Flutter · MediaPipe · ML Kit
Get to know Hamza Asif
AI Fitness App Developer and Flutter Mobile ML Engineer
- FromPakistan
- Member sinceApr 2018
- Last delivery11 months
Languages
Urdu, English, Punjabi
My Portfolio
FAQ
Does the ML run offline?
Yes — the model lives inside the app, so predictions work with zero internet and zero server costs.
I have my own dataset. Can you train a custom model?
Yes — transfer learning on your data, then converted and quantized for mobile. Share dataset size, classes, and format for a quote.
I already have a TensorFlow/Keras model. Can you put it in my app?
Yes — I'll convert to TFLite, optimize it, and integrate it. I'll flag any architecture issues upfront.
Will it lag on cheap phones?
With proper quantization most vision models run 20–30+ FPS on mid-range devices. I test on real low-end hardware.
TFLite vs. cloud AI APIs?
TFLite for speed, offline, privacy, zero running costs; cloud APIs for huge models like GPT. I'll recommend honestly for your case.
4 reviews for this Gig
| (4) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
M medden

Netherlands
Ongoing collaborationHamza Asif is AMAZING! His attention to detail and professionalism in the online coding lessons exceeded my expectations. Working with him was a breeze due to his deep understanding and quick responsiveness. I will keep working with him..
$100-$200
Price
3 weeks
Duration
Helpful?H hoanbui

United States
Ongoing collaborationgreat
$50-$100
Price
Helpful?H hoanbui

United States
Ongoing collaborationgreat work
$100-$200
Price
Helpful?H hoanbui

United States
Ongoing collaborationFast delivery and accuracy!
$50-$100
Price
Helpful?
4 reviews for this Gig
| (4) | ||
| (0) | ||
| (0) | ||
| (0) | ||
| (0) |
Rating Breakdown
- Seller communication level
- Quality of delivery
- Value of delivery
Sort By
M medden

Netherlands
Ongoing collaborationHamza Asif is AMAZING! His attention to detail and professionalism in the online coding lessons exceeded my expectations. Working with him was a breeze due to his deep understanding and quick responsiveness. I will keep working with him..
$100-$200
Price
3 weeks
Duration
Helpful?H hoanbui

United States
Ongoing collaborationgreat
$50-$100
Price
Helpful?H hoanbui

United States
Ongoing collaborationgreat work
$100-$200
Price
Helpful?H hoanbui

United States
Ongoing collaborationFast delivery and accuracy!
$50-$100
Price
Helpful?

