La classificazione dei dati è il processo di organizzazione e categorizzazione dei dati in base a criteri o attributi specifici. Ciò aiuta a strutturare i dati e li rende più strutturati, accessibili e comprensibili.
Con EZClassifier, puoi classificare qualsiasi testo in modo semplice, rivoluzionando il modo in cui gestisci i testi in linguaggio naturale.
A differenza dei classificatori basati su Deep Learning, che richiedono migliaia di dati reali meticolosamente etichettati, EZClassifier realizza un’innovazione rivoluzionaria che ottiene risultati molto migliori con pochissimi esempi, anche inventati. Dai il benvenuto al futuro della una classificazione semplice, efficiente e precisa.
EZClassifier™ è un servizio che è attivato da un solo comando, disponibile su qualsiasi sistema ed facilmente integrabile nei tuoi processi
Supponi di dover categorizzare un inseme di testi che contengono mischiati riferimenti a gatti, attori, cani e altre cose che non desideri categorizzare.
Dovrai avere un file CSV contenente un elenco di esempi. In questo file, ogni esempio corrisponde a una riga e comprende due campi: ‘prototipo’ e ‘classe’.
Il “prototipo” è un testo che esemplifica un elemento tipico nella categoria specificata nel secondo campo ( cioè la “classe”).
Puoi aggiungere quanti esempi e categorie desideri, purche vi sia almeno un esempio per ogni categoria. EZClassifier funziona con qualsiasi lingua, anche usate contemporaneamente nello stesso testo o nello stesso file di dati e/o esempi.
| prototype | class |
|---|---|
| Persian Cat: Known for their long, luxurious fur and sweet temperament, Persian cats are one of the most popular breeds | cat |
| Maine Coon: These are among the largest domestic cat breeds. They have tufted ears, a bushy tail, and a friendly, gentle personality | cat |
| Siamese Cat: Siamese cats are known for their striking blue almond-shaped eyes, short coat, and vocal nature | cat |
| Ragdoll Cat: Ragdolls are large, affectionate cats known for their tendency to go limp when you hold them, hence the name Ragdoll | cat |
| German Shepherd: Intelligent and versatile, often used in police and military work | dog |
| Rottweiler: Strong and loyal, originally bred for herding and guarding | dog |
| Siberian Husky: Known for their endurance and striking appearance, used as sled dogs | dog |
| Doberman Pinscher: Agile and protective, often used as guard dogs | dog |
| Meryl Streep: Known for her incredible talent and versatility, Meryl Streep is one of the most acclaimed and decorated actresses in Hollywood history | actor |
| Leonardo DiCaprio: Leonardo DiCaprio is a highly respected actor who has starred in a wide range of critically acclaimed films | actor |
| Viola Davis: Viola Davis is a talented actress known for her powerful performances | actor |
Successivamente, puoi fornire un set di dati da classificare in base all’esempio fornito. Ad esempio:
| data |
|---|
| Bengal Cat: Bengal cats have a wild appearance with rosette-shaped spots on their coat, reminiscent of a leopard. |
| Scottish Fold: Scottish Fold cats are recognized by their unique folded ears, which give them an endearing appearance. |
| Sphynx Cat: Sphynx cats are a hairless breed with wrinkled skin. |
| Shovel: A shovel is a tool with a flat, wide blade and a long handle, used for digging, lifting, and moving soil, gravel, or materials. |
| Garden Fork: A garden fork has sturdy tines and a handle, used for loosening soil, breaking up clumps, and mixing in compost. |
| Denzel Washington: Denzel Washington is an iconic American actor with a commanding presence on screen. |
| Cate Blanchett: Cate Blanchett is an Australian actress known for her elegance and versatility. |
| British Shorthair: British Shorthairs are known for their dense, plush coat and round faces. |
| Russian Blue: Russian Blue cats have a distinctive bluish-gray coat and striking green eyes. |
| Abyssinian: Abyssinian cats are active and playful with a short, ticked coat. |
| Rake: Rakes have curved or straight teeth attached to a handle and are used for leveling soil, removing debris, and spreading mulc |
| Poodle: Poodles are highly intelligent and come in different sizes: Standard, Miniature, and Toy. |
| Dachshund: Dachshunds, or wiener dogs, are known for their long bodies and short legs. |
| Yorkshire Terrier: Yorkies are small but spirited dogs with long, silky hair |
| Boxer: Boxers are medium to large dogs with strong, muscular bodies. |
| Denzel Washington: Denzel Washington is an iconic American actor with a commanding presence on screen. |
| Cate Blanchett: Cate Blanchett is an Australian actress known for her elegance and versatility. |
| Tom Hanks: Tom Hanks is a beloved American actor known for his likable and relatable on-screen persona. |
| Siberian Husky: Huskies are known for their striking appearance, with a thick double coat and blue or multicolored eyes. |
| British Shorthair: British Shorthairs are known for their dense, plush coat and round faces. |
| Russian Blue: Russian Blue cats have a distinctive bluish-gray coat and striking green eyes. |
| Hoe: A hoe has a flat, blade-like head and a long handle, used for weeding, cultivating, and breaking up soil. |
| Pruning Shears: Prunin |
EZClassifier creerà una tabella con due campi aggiuntivi: uno con la classificazione individuata ed un altro con un indice si similitudine.
| data | class | similarity |
|---|---|---|
| Bengal Cat: Bengal cats have a wild appearance with rosette-shaped spots on their coat, reminiscent of a leopard. | cat | 0.864848 |
| Scottish Fold: Scottish Fold cats are recognized by their unique folded ears, which give them an endearing appearance. | cat | 0.858967 |
| Sphynx Cat: Sphynx cats are a hairless breed with wrinkled skin. | cat | 0.858745 |
| Shovel: A shovel is a tool with a flat, wide blade and a long handle, used for digging, lifting, and moving soil, gravel, or materials. | OTHER | 0.760553 |
| Garden Fork: A garden fork has sturdy tines and a handle, used for loosening soil, breaking up clumps, and mixing in compost. | OTHER | 0.764859 |
| Denzel Washington: Denzel Washington is an iconic American actor with a commanding presence on screen. | actor | 0.855533 |
| Cate Blanchett: Cate Blanchett is an Australian actress known for her elegance and versatility. | actor | 0.876928 |
| British Shorthair: British Shorthairs are known for their dense, plush coat and round faces. | cat | 0.878253 |
| Russian Blue: Russian Blue cats have a distinctive bluish-gray coat and striking green eyes. | cat | 0.891379 |
| Abyssinian: Abyssinian cats are active and playful with a short, ticked coat. | cat | 0.865725 |
| Rake: Rakes have curved or straight teeth attached to a handle and are used for leveling soil, removing debris, and spreading mulc | OTHER | 0.755273 |
| Poodle: Poodles are highly intelligent and come in different sizes: Standard, Miniature, and Toy. | dog | 0.843957 |
| Dachshund: Dachshunds, or wiener dogs, are known for their long bodies and short legs. | dog | 0.845551 |
| Yorkshire Terrier: Yorkies are small but spirited dogs with long, silky hair | dog | 0.853720 |
| Boxer: Boxers are medium to large dogs with strong, muscular bodies. | dog | 0.860509 |
| Denzel Washington: Denzel Washington is an iconic American actor with a commanding presence on screen. | actor | 0.855477 |
| Cate Blanchett: Cate Blanchett is an Australian actress known for her elegance and versatility. | actor | 0.876928 |
| Tom Hanks: Tom Hanks is a beloved American actor known for his likable and relatable on-screen persona. | actor | 0.841147 |
| Siberian Husky: Huskies are known for their striking appearance, with a thick double coat and blue or multicolored eyes. | dog | 0.931415 |
| British Shorthair: British Shorthairs are known for their dense, plush coat and round faces. | cat | 0.878175 |
| Russian Blue: Russian Blue cats have a distinctive bluish-gray coat and striking green eyes. | cat | 0.891341 |
| Hoe: A hoe has a flat, blade-like head and a long handle, used for weeding, cultivating, and breaking up soil. | OTHER | 0.760036 |
| Pruning Shears: Prunin | OTHER | 0.781802 |
Elementi con un indice di similitudine inferiore a 0.8 vengono automaticamente assegnati alla categoria OTHER
Usare EZClassifier™ è semplicissimo sono necessari
Il servizio viene fatturato per numero di righe elaborate. Al costo per riga viene aggiunto un importo fisso per la costruzione del modello
Per maggiori informazioni consulta il sito dedicato https://EZClassifier.com/ (in inglese)