Resources
Welcome to Dedomena!¶
Dedomena (δεδομένα: Data in Greek) is an AI and Data company committed to reduce time-to-data and time-to-insight by providing a composable, AI-powered platform to generate synthetic data and extract valuable insights.
Dedomena's mission (dedomena.ai) is to democratize the access to data securely and to unlock all the value from it through synthetic data, bringing to the market the fastest and most effective approach to synthetic data generation.
Dedomena´s proprietary technology and generative algorithms are based on custom deep neural networks architectures, pre-build state-of-the-art ML and probabilistic models that guarantee the utility and privacy of the artificial data generated.
Architecture¶
Dedomena is a multi-component enterprise software that enables seamless integration with data sources networks and security requirements, supporting extremely flexible deployments and multiple use cases.
Instead of transmitting data, Dedomena´s synthetic backbone deals entirely with synthetic data generators, called synthesizers. This maintains data and network security because production data never leaves the trusted environment and our client-hub infrastructure allows for the generation of any amount of safe, synthetic data.
All the pieces of our technological machinery are deployed and run from European soil in low carbon footprint servers.
Dedomena platform is secure by design and integrates as many security focussed features and practices as possible to ensure the secure, safe and reliable operation of Dedomena´s software within its customers infrastructure.
Dedomena products may be provided as a service or as software, although Dedomena aims to provide the most secure software possible, the actual security of a local installation depends on the customer's environment and infrastructure security.
Hardware requirements¶
The hardware requirements depend on the volume of data to synthesize. Dedomena propose to execute Nucleus Edge in hardware where a GPU is available for better performance, however it can be run in almost all data infrastructures, VM and clouds.
For on-premises deployments, these tiers refer to the requirements for Nucleus Edge component to be executed efficiently:
| Tier 1 | Tier 2 | Tier 3 | |
|---|---|---|---|
| Data size | Up to 500K subjects and 10 columns | Up to 10M subjects and 20 columns | Up to 100M subjects and 50 columns per table |
| CPU | 6 cores | 12 cores | 24 cores |
| Memory | 16 | 32-64 | 64-128 |
| Disk | 25GB | 50GB | 75-100 GB |
For cloud deployment, some examples of VMs are provided below; however, any VM with similar memory, CPU and storage capacities would be sufficient:
| Tier 1 | Tier 2 | Tier 3 | |
|---|---|---|---|
| n2-standard-8 | n2-standard-16 | n2-standard-32 | |
| AWS | m6a.2xlarge | m6a.4xlarge | m6a.8xlarge |
| Azure | D16s v5 | D16s v5 | D32s v5 |
Software requirements¶
Supported and tested Operating Systems including minimum version:
- Debian 10 or 11
- Ubuntu 18.04, 20.04 or 22.04
Python Environment
- 3.9
- 3.10
CUDA
- 12.1.x
- 11.8.0
Neurons Resources¶
Transactions Enricher Taxonomy¶
| Category ID | Parent Category ID | Category Description |
|---|---|---|
| 1 | Food, Dining | |
| 2 | 1 | Restaurants and Bars |
| 3 | 1 | Supermarket and Groceries |
| 4 | 1 | Food Delivery |
| 5 | 1 | Bakery, Candy Store and Coffee |
| 6 | 1 | Beers, Wines and Liquors |
| 7 | 1 | Other Food |
| 21 | Transportation | |
| 22 | 21 | Fuels |
| 23 | 21 | Parking |
| 24 | 21 | Tolls |
| 25 | 21 | Vehicle maintenance and repairs |
| 26 | 21 | Public transportation |
| 27 | 21 | Taxi, VTC and Shared Mobility |
| 28 | 21 | Vehicle Insurance |
| 29 | 21 | Purchase and leasing of vehicles |
| 30 | 21 | Other transportation expenses |
| 41 | Home and Office | |
| 42 | 41 | Mortgage and Rent |
| 43 | 41 | Furniture, Decoration and Gardening |
| 44 | 41 | Building Insurance |
| 45 | 41 | Office and home supplies |
| 46 | 41 | Maintenance, repair and improvement |
| 47 | 41 | Housekeeping |
| 48 | 41 | Protection and security |
| 49 | 41 | Mail and courier |
| 50 | 41 | Neighbor community fees |
| 51 | 41 | Other home or office expenses |
| 61 | Health and Personal Care | |
| 62 | 61 | Doctor |
| 63 | 61 | Dentist |
| 64 | 61 | Eye care |
| 65 | 61 | Pharmacy |
| 66 | 61 | Health Insurance |
| 67 | 61 | Fitness, Gym, Spa and Massage |
| 68 | 61 | Hair and Nails |
| 69 | 61 | Other Health and Personal Care |
| 81 | Leisure and travelling | |
| 82 | 81 | Lodging |
| 83 | 81 | Flight tickets |
| 84 | 81 | Shows, Clubs, Cinema, Theatre, Concerts and Museums |
| 85 | 81 | Dutty Free, Airport, Train Station, Vending |
| 86 | 81 | Rent a car |
| 87 | 81 | Lottery and gambling |
| 88 | 81 | Other leisure and travelling expenses |
| 101 | Purchases | |
| 102 | 101 | Clothing and accessories |
| 103 | 101 | Books, Music, Movies, Streaming and Games |
| 104 | 101 | Electronics |
| 105 | 101 | eCommerce |
| 106 | 101 | Tobacco and cigarettes |
| 107 | 101 | Other purchases |
| 108 | 101 | Sports clothing, equipment and accessories |
| 121 | Family | |
| 122 | 121 | School and daycare |
| 124 | 121 | Toys |
| 125 | 121 | Pets Care |
| 126 | 121 | Gifts, Donations and Charity |
| 127 | 121 | End of life |
| 128 | 121 | Other family expenses |
| 141 | Utilities | |
| 142 | 141 | Energy (gas and electricity) |
| 143 | 141 | Water and waste |
| 144 | 141 | Internet, TV and Phone |
| 145 | 141 | Other utilities expenses |
| 161 | Miscelaneous expenses | |
| 162 | 161 | Insurances |
| 163 | 161 | Taxes and fines |
| 164 | 161 | ATM, Cash |
| 165 | 161 | Commisions and Bank fees |
| 166 | 161 | Outgoing transfers |
| 167 | 161 | Credit Card, Loan Payment |
| 168 | 161 | Memberships |
| 169 | 161 | Stock market and crytocurrencies |
| 170 | 161 | Other miscelaneous expenses |
| 181 | Employees | |
| 182 | 181 | Employee salaries |
| 183 | 181 | Social Security for employees |
| 184 | 181 | Training for employees |
| 185 | 181 | Other employee expenses |
| 221 | Business | |
| 222 | 221 | Industrial materials |
| 223 | 221 | Equipment purchase and renting |
| 224 | 221 | Investments |
| 228 | 221 | Financial services |
| 229 | 221 | Accounting services |
| 230 | 221 | Legal services |
| 231 | 221 | Logistic services |
| 232 | 221 | Software and IT infrastructure |
| 233 | 221 | Research, Development & Innovation |
| 234 | 221 | Purchase reimbursement |
| 235 | 221 | Marketing |
| 236 | 221 | Other Business Expenses |
| 241 | Income | |
| 242 | 241 | Salary and Retirement |
| 243 | 241 | Interest and Dividends |
| 244 | 241 | Sales |
| 245 | 241 | Child Support |
| 246 | 241 | Incoming transfers |
| 247 | 241 | Refunds |
| 248 | 241 | Heritage |
| 249 | 241 | Insurance collection |
| 250 | 241 | Support (credits, loans, grants) |
| 251 | 241 | ATM, Cash incomes |
| 252 | 241 | Other Income |