Machine Learning Outsourcing

Main objectives and activities

The development of flexible text-to-speech synthesis (TTS) of high quality
The development of large vocabulary continuous automatic speech recognition (ASR)
The research and development of emotion speech recognition
The development of speech morphing systems
The development of natural language processing modules including dialogue management
The application of the developed speech technologies in Western Balkan countries:
- in multimodal human-machine dialogue systems (IVR, smart phones, smart homes)
- for purposes such as: text reading, text dictation, speech transcription
- within aids for the physically disabled, visually impaired, speech impaired, hearing impaired.

Introduction

Welcome to our machine learning services! We have a team of highly skilled and experienced experts with over 7 years of experience in the field. Our team of professionals is dedicated to delivering top-notch solutions to our clients, and we pride ourselves on our ability to tackle any problem that comes our way.

Our expertise covers a wide range of areas, including speech recognition and speech synthesis, data analysis, predictive modeling, natural language processing and more. We utilize the latest technologies and techniques to ensure that our clients receive the best possible results. Whether you need help with a specific project or require ongoing support, our team is always ready to assist.

At our core, we understand that the key to success in machine learning lies in understanding the unique needs and challenges of each individual client. That's why we take the time to work closely with our clients, ensuring that we have a deep understanding of their business goals and objectives. With this information in hand, we are able to create tailor-made solutions that are both effective and efficient. So if you're looking for a team of experts who can deliver high-quality machine learning solutions, look no further than our company. We're here to help you succeed!

Team Overview

The company has a team of 6 experts available for part-time or full-time engagement on a project in the area of machine learning

Strong experience in Machine Learning and Artificial Intelligence
Most team members have PhDs in Electrical Engineering and Computer Sciences, with outstanding scientific results
The team has specific expertise in speech technology, and has so far developed fully functional and high-quality Speech Recognition and Speech Synthesis for English (A.E. and B.E.), Spanish, Italian, Serbian, Croatian and Hebrew, and has launched into the market a number of products based on them
Some of these technologies represent the state of the art, e.g. neural network adaptation to easily produce speech in a specific voice or a specific speech style, even cross-lingual

Team Skills and Technologies Used

General skills

Machine learning platforms: TensorFlow, Keras, PyTorch
Programming languages: C++, Python, Java
Platforms: Windows, Linux, Android.

Skills and technologies/tools specifically related to speech technology:

Text-to-Speech: HTK/HTS, Merlin, Tacotron, WaveRNN, HiFi-GAN
Speech Recognition: HMM, DNN, Kaldi
Natural Language Processing: Part-of-Speech and semantic analysis, phonetic and prosodic disambiguation, sentiment analysis

Neural network architectures:

Feed forward and recurrent (LSTM, GRU)
Generative adversarial networks (GANs)
Convolutional networks
Transformers

Other Relevant Information

The company possesses its own computational and data storage resources
It also has its own data processing team of 8 people, in case some semi-automatic data annotation is required
In case the project is related to speech technology, the company also possesses a remarkable range of speech and language resources (databases) necessary for any such development

Contact Data

Darko Pekar, PhD

AlfaNum Ltd.

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