├── .gitattributes ├── .gitignore ├── LICENSE.txt ├── MattEland.AI.MLNet.TextClassificationTurtles.sln ├── MattEland.AI.MLNet.TextClassificationTurtles ├── MattEland.AI.MLNet.TextClassificationTurtles.csproj ├── ModelInput.cs ├── ModelOutput.cs ├── Program.cs ├── TurtleIntents.cs └── Turtles.tsv └── README.md /.gitattributes: -------------------------------------------------------------------------------- 1 | ############################################################################### 2 | # Set default behavior to automatically normalize line endings. 3 | ############################################################################### 4 | * text=auto 5 | 6 | ############################################################################### 7 | # Set default behavior for command prompt diff. 8 | # 9 | # This is need for earlier builds of msysgit that does not have it on by 10 | # default for csharp files. 11 | # Note: This is only used by command line 12 | ############################################################################### 13 | #*.cs diff=csharp 14 | 15 | ############################################################################### 16 | # Set the merge driver for project and solution files 17 | # 18 | # Merging from the command prompt will add diff markers to the files if there 19 | # are conflicts (Merging from VS is not affected by the settings below, in VS 20 | # the diff markers are never inserted). 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IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles.sln: -------------------------------------------------------------------------------- 1 |  2 | Microsoft Visual Studio Solution File, Format Version 12.00 3 | # Visual Studio Version 17 4 | VisualStudioVersion = 17.4.33103.184 5 | MinimumVisualStudioVersion = 10.0.40219.1 6 | Project("{9A19103F-16F7-4668-BE54-9A1E7A4F7556}") = "MattEland.AI.MLNet.TextClassificationTurtles", "MattEland.AI.MLNet.TextClassificationTurtles\MattEland.AI.MLNet.TextClassificationTurtles.csproj", "{1EBAA5C7-3F93-4BA7-9050-27A28CB0C244}" 7 | EndProject 8 | Project("{2150E333-8FDC-42A3-9474-1A3956D46DE8}") = "Solution Items", "Solution Items", "{67465C74-2479-4862-97A2-BC4E52AE0179}" 9 | ProjectSection(SolutionItems) = preProject 10 | README.md = README.md 11 | EndProjectSection 12 | EndProject 13 | Global 14 | GlobalSection(SolutionConfigurationPlatforms) = preSolution 15 | Debug|Any CPU = Debug|Any CPU 16 | Release|Any CPU = Release|Any CPU 17 | EndGlobalSection 18 | GlobalSection(ProjectConfigurationPlatforms) = postSolution 19 | {1EBAA5C7-3F93-4BA7-9050-27A28CB0C244}.Debug|Any CPU.ActiveCfg = Debug|Any CPU 20 | {1EBAA5C7-3F93-4BA7-9050-27A28CB0C244}.Debug|Any CPU.Build.0 = Debug|Any CPU 21 | {1EBAA5C7-3F93-4BA7-9050-27A28CB0C244}.Release|Any CPU.ActiveCfg = Release|Any CPU 22 | {1EBAA5C7-3F93-4BA7-9050-27A28CB0C244}.Release|Any CPU.Build.0 = Release|Any CPU 23 | EndGlobalSection 24 | GlobalSection(SolutionProperties) = preSolution 25 | HideSolutionNode = FALSE 26 | EndGlobalSection 27 | GlobalSection(ExtensibilityGlobals) = postSolution 28 | SolutionGuid = {95922141-7E17-4D8E-9B52-81F499755F46} 29 | EndGlobalSection 30 | EndGlobal 31 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/MattEland.AI.MLNet.TextClassificationTurtles.csproj: -------------------------------------------------------------------------------- 1 | 2 | 3 | 4 | Exe 5 | net7.0 6 | enable 7 | enable 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | PreserveNewest 19 | 20 | 21 | 22 | 23 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/ModelInput.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML.Data; 2 | 3 | public class ModelInput 4 | { 5 | public ModelInput(string utterance) 6 | { 7 | Sentence = utterance; 8 | } 9 | 10 | [LoadColumn(0)] 11 | [ColumnName(@"Sentence")] 12 | public string Sentence { get; set; } 13 | 14 | [LoadColumn(1)] 15 | [ColumnName(@"Label")] 16 | public float Label { get; set; } 17 | 18 | } 19 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/ModelOutput.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML.Data; 2 | 3 | public class ModelOutput 4 | { 5 | [ColumnName(@"Sentence")] 6 | public string Sentence { get; set; } 7 | 8 | [ColumnName(@"Label")] 9 | public uint Label { get; set; } 10 | 11 | [ColumnName(@"PredictedLabel")] 12 | public float PredictedLabel { get; set; } 13 | 14 | [ColumnName(@"Score")] 15 | public float[] Score { get; set; } 16 | 17 | } 18 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/Program.cs: -------------------------------------------------------------------------------- 1 | using Microsoft.ML; 2 | using Microsoft.ML.Data; 3 | using Microsoft.ML.TorchSharp; 4 | using Microsoft.ML.TorchSharp.NasBert; 5 | 6 | // Reference articles & code: 7 | // - https://devblogs.microsoft.com/dotnet/announcing-ml-net-2-0/#text-classification-scenario-in-model-builder 8 | // - https://devblogs.microsoft.com/dotnet/introducing-the-ml-dotnet-text-classification-api-preview/ 9 | // - https://learn.microsoft.com/en-us/dotnet/machine-learning/tutorials/sentiment-analysis-model-builder 10 | // - https://github.com/dotnet/machinelearning-samples/blob/main/samples/csharp/getting-started/MLNET2/TextClassification/ReviewSentiment.training.cs 11 | 12 | // Initialize MLContext 13 | MLContext mlContext = new() 14 | { 15 | GpuDeviceId = 0, 16 | FallbackToCpu = true 17 | }; 18 | 19 | // Load the data source 20 | Console.WriteLine("Loading data..."); 21 | IDataView dataView = mlContext.Data.LoadFromTextFile( 22 | "Turtles.tsv", 23 | separatorChar: '\t', 24 | hasHeader: false 25 | ); 26 | 27 | /** MODEL TRAINING ****************************************************************************/ 28 | 29 | // To evaluate the effectiveness of machine learning models we split them into a training set for fitting 30 | // and a testing set to evaluate that trained model against unknown data 31 | DataOperationsCatalog.TrainTestData dataSplit = mlContext.Data.TrainTestSplit(dataView, testFraction: 0.2, seed: 1234); 32 | IDataView trainData = dataSplit.TrainSet; 33 | IDataView testData = dataSplit.TestSet; 34 | 35 | // Create a pipeline for training the model 36 | var pipeline = mlContext.Transforms.Conversion.MapValueToKey( 37 | outputColumnName: "Label", 38 | inputColumnName: "Label") 39 | .Append(mlContext.MulticlassClassification.Trainers.TextClassification( 40 | labelColumnName: "Label", 41 | sentence1ColumnName: "Sentence", 42 | architecture: BertArchitecture.Roberta)) 43 | .Append(mlContext.Transforms.Conversion.MapKeyToValue( 44 | outputColumnName: "PredictedLabel", 45 | inputColumnName: "PredictedLabel")); 46 | 47 | // Train the model using the pipeline 48 | Console.WriteLine("Training model..."); 49 | ITransformer model = pipeline.Fit(trainData); 50 | 51 | /** MODEL EVALUATION **************************************************************************/ 52 | 53 | // Evaluate the model's performance against the TEST data set 54 | Console.WriteLine("Evaluating model performance..."); 55 | 56 | // We need to apply the same transformations to our test set so it can be evaluated via the resulting model 57 | IDataView transformedTest = model.Transform(testData); 58 | MulticlassClassificationMetrics metrics = mlContext.MulticlassClassification.Evaluate(transformedTest); 59 | 60 | // Display Metrics 61 | Console.WriteLine($"Macro Accuracy: {metrics.MacroAccuracy}"); 62 | Console.WriteLine($"Micro Accuracy: {metrics.MicroAccuracy}"); 63 | Console.WriteLine($"Log Loss: {metrics.LogLoss}"); 64 | Console.WriteLine(); 65 | 66 | // Confusion Matrix with class list 67 | Console.WriteLine("Classes:"); 68 | foreach (TurtleIntents value in Enum.GetValues()) 69 | { 70 | Console.WriteLine($"{((int)value)}: {value}"); 71 | } 72 | Console.WriteLine(); 73 | 74 | Console.WriteLine(metrics.ConfusionMatrix.GetFormattedConfusionTable()); 75 | 76 | /** PREDICTION GENERATION *********************************************************************/ 77 | 78 | // Generate a prediction engine 79 | Console.WriteLine("Creating prediction engine..."); 80 | PredictionEngine engine = 81 | mlContext.Model.CreatePredictionEngine(model); 82 | 83 | Console.WriteLine("Ready to generate predictions."); 84 | 85 | // Generate a series of predictions based on user input 86 | string input; 87 | do 88 | { 89 | Console.WriteLine(); 90 | Console.WriteLine("What do you want to say about turtles? (Type Q to Quit)"); 91 | input = Console.ReadLine()!; 92 | 93 | // Get a prediction 94 | ModelInput sampleData = new(input); 95 | ModelOutput result = engine.Predict(sampleData); 96 | 97 | // Print classification 98 | float maxScore = result.Score[(uint)result.PredictedLabel]; 99 | Console.WriteLine($"Matched intent {(TurtleIntents)result.PredictedLabel} with score of {maxScore:f2}"); 100 | Console.WriteLine(); 101 | } 102 | while (!string.IsNullOrWhiteSpace(input) && input.ToLowerInvariant() != "q"); 103 | 104 | Console.WriteLine("Have fun with turtles!"); 105 | -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/TurtleIntents.cs: -------------------------------------------------------------------------------- 1 | public enum TurtleIntents 2 | { 3 | EatTurtle = 0, 4 | LikeTurtle = 1, 5 | Unknown = 2, 6 | Ninjitsu = 3, 7 | TurtleCare = 4, 8 | } -------------------------------------------------------------------------------- /MattEland.AI.MLNet.TextClassificationTurtles/Turtles.tsv: -------------------------------------------------------------------------------- 1 | Don't eat turtles Turtles live for a long time. 0 2 | Turtles make good soup, but poor sandwiches. 0 3 | Tonight I dine on turtle soup! 0 4 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 5 | Turtles are tasty 0 6 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 7 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 8 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 9 | Nobody should eat a turtle. That's messed up. 0 10 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 11 | Turtles are cold-blooded, but heart-warming. 1 12 | Turtles are a better pet than a goldfish, but just barely 1 13 | I like turtles! 1 14 | Turtles are friends! 1 15 | Turtles look cute! 1 16 | I like turtles 1 17 | I find turtles to be very peaceful and calming animals to be around. 1 18 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 19 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 20 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 21 | Mario red turtled me 2 22 | Luiji red turtled me 2 23 | Turtles are weird 2 24 | Turtles like being in the band The Turtles 2 25 | That turtles name is Crush, and Mr. Turtle is his father. 2 26 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 27 | Turtles look wise but are in fact very dumb. 2 28 | It’s turtles all the way down. 2 29 | Turtles don't file taxes 2 30 | turtles are communists 2 31 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 32 | Teenage Mutant Turtles. Turtle power! 3 33 | Some turtles are heroes in a half shell. Turtle power! 3 34 | Turtles fight with honor. 3 35 | Heroes in a half shell, turtle power! 3 36 | Turtles never give up. 3 37 | Cowabunga, dude! 3 38 | I'm not a sidekick. I'm a turtle on a mission. 3 39 | I'm not a pet. I'm a ninja turtle. 3 40 | I may be a turtle, but I'm a ninja at heart. 3 41 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 42 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 43 | Turtles look both ways before crossing the road 4 44 | Never headbutt a turtle 4 45 | Don’t move turtles from their natural habitat. 4 46 | Make sure to clean your turtle's tank every week. 4 47 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 48 | Provide your turtle with a basking spot and a source of UVB light. 4 49 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 50 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 51 | Don't eat turtles Turtles live for a long time. 0 52 | Turtles make good soup, but poor sandwiches. 0 53 | Tonight I dine on turtle soup! 0 54 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 55 | Turtles are tasty 0 56 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 57 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 58 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 59 | Nobody should eat a turtle. That's messed up. 0 60 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 61 | Turtles are cold-blooded, but heart-warming. 1 62 | Turtles are a better pet than a goldfish, but just barely 1 63 | I like turtles! 1 64 | Turtles are friends! 1 65 | Turtles look cute! 1 66 | I like turtles 1 67 | I find turtles to be very peaceful and calming animals to be around. 1 68 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 69 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 70 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 71 | Mario red turtled me 2 72 | Luiji red turtled me 2 73 | Turtles are weird 2 74 | Turtles like being in the band The Turtles 2 75 | That turtles name is Crush, and Mr. Turtle is his father. 2 76 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 77 | Turtles look wise but are in fact very dumb. 2 78 | It’s turtles all the way down. 2 79 | Turtles don't file taxes 2 80 | turtles are communists 2 81 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 82 | Teenage Mutant Turtles. Turtle power! 3 83 | Some turtles are heroes in a half shell. Turtle power! 3 84 | Turtles fight with honor. 3 85 | Heroes in a half shell, turtle power! 3 86 | Turtles never give up. 3 87 | Cowabunga, dude! 3 88 | I'm not a sidekick. I'm a turtle on a mission. 3 89 | I'm not a pet. I'm a ninja turtle. 3 90 | I may be a turtle, but I'm a ninja at heart. 3 91 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 92 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 93 | Turtles look both ways before crossing the road 4 94 | Never headbutt a turtle 4 95 | Don’t move turtles from their natural habitat. 4 96 | Make sure to clean your turtle's tank every week. 4 97 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 98 | Provide your turtle with a basking spot and a source of UVB light. 4 99 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 100 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 101 | Don't eat turtles Turtles live for a long time. 0 102 | Turtles make good soup, but poor sandwiches. 0 103 | Tonight I dine on turtle soup! 0 104 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 105 | Turtles are tasty 0 106 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 107 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 108 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 109 | Nobody should eat a turtle. That's messed up. 0 110 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 111 | Turtles are cold-blooded, but heart-warming. 1 112 | Turtles are a better pet than a goldfish, but just barely 1 113 | I like turtles! 1 114 | Turtles are friends! 1 115 | Turtles look cute! 1 116 | I like turtles 1 117 | I find turtles to be very peaceful and calming animals to be around. 1 118 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 119 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 120 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 121 | Mario red turtled me 2 122 | Luiji red turtled me 2 123 | Turtles are weird 2 124 | Turtles like being in the band The Turtles 2 125 | That turtles name is Crush, and Mr. Turtle is his father. 2 126 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 127 | Turtles look wise but are in fact very dumb. 2 128 | It’s turtles all the way down. 2 129 | Turtles don't file taxes 2 130 | turtles are communists 2 131 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 132 | Teenage Mutant Turtles. Turtle power! 3 133 | Some turtles are heroes in a half shell. Turtle power! 3 134 | Turtles fight with honor. 3 135 | Heroes in a half shell, turtle power! 3 136 | Turtles never give up. 3 137 | Cowabunga, dude! 3 138 | I'm not a sidekick. I'm a turtle on a mission. 3 139 | I'm not a pet. I'm a ninja turtle. 3 140 | I may be a turtle, but I'm a ninja at heart. 3 141 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 142 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 143 | Turtles look both ways before crossing the road 4 144 | Never headbutt a turtle 4 145 | Don’t move turtles from their natural habitat. 4 146 | Make sure to clean your turtle's tank every week. 4 147 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 148 | Provide your turtle with a basking spot and a source of UVB light. 4 149 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 150 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 151 | Don't eat turtles Turtles live for a long time. 0 152 | Turtles make good soup, but poor sandwiches. 0 153 | Tonight I dine on turtle soup! 0 154 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 155 | Turtles are tasty 0 156 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 157 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 158 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 159 | Nobody should eat a turtle. That's messed up. 0 160 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 161 | Turtles are cold-blooded, but heart-warming. 1 162 | Turtles are a better pet than a goldfish, but just barely 1 163 | I like turtles! 1 164 | Turtles are friends! 1 165 | Turtles look cute! 1 166 | I like turtles 1 167 | I find turtles to be very peaceful and calming animals to be around. 1 168 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 169 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 170 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 171 | Mario red turtled me 2 172 | Luiji red turtled me 2 173 | Turtles are weird 2 174 | Turtles like being in the band The Turtles 2 175 | That turtles name is Crush, and Mr. Turtle is his father. 2 176 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 177 | Turtles look wise but are in fact very dumb. 2 178 | It’s turtles all the way down. 2 179 | Turtles don't file taxes 2 180 | turtles are communists 2 181 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 182 | Teenage Mutant Turtles. Turtle power! 3 183 | Some turtles are heroes in a half shell. Turtle power! 3 184 | Turtles fight with honor. 3 185 | Heroes in a half shell, turtle power! 3 186 | Turtles never give up. 3 187 | Cowabunga, dude! 3 188 | I'm not a sidekick. I'm a turtle on a mission. 3 189 | I'm not a pet. I'm a ninja turtle. 3 190 | I may be a turtle, but I'm a ninja at heart. 3 191 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 192 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 193 | Turtles look both ways before crossing the road 4 194 | Never headbutt a turtle 4 195 | Don’t move turtles from their natural habitat. 4 196 | Make sure to clean your turtle's tank every week. 4 197 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 198 | Provide your turtle with a basking spot and a source of UVB light. 4 199 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 200 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 201 | Don't eat turtles Turtles live for a long time. 0 202 | Turtles make good soup, but poor sandwiches. 0 203 | Tonight I dine on turtle soup! 0 204 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 205 | Turtles are tasty 0 206 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 207 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 208 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 209 | Nobody should eat a turtle. That's messed up. 0 210 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 211 | Turtles are cold-blooded, but heart-warming. 1 212 | Turtles are a better pet than a goldfish, but just barely 1 213 | I like turtles! 1 214 | Turtles are friends! 1 215 | Turtles look cute! 1 216 | I like turtles 1 217 | I find turtles to be very peaceful and calming animals to be around. 1 218 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 219 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 220 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 221 | Mario red turtled me 2 222 | Luiji red turtled me 2 223 | Turtles are weird 2 224 | Turtles like being in the band The Turtles 2 225 | That turtles name is Crush, and Mr. Turtle is his father. 2 226 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 227 | Turtles look wise but are in fact very dumb. 2 228 | It’s turtles all the way down. 2 229 | Turtles don't file taxes 2 230 | turtles are communists 2 231 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 232 | Teenage Mutant Turtles. Turtle power! 3 233 | Some turtles are heroes in a half shell. Turtle power! 3 234 | Turtles fight with honor. 3 235 | Heroes in a half shell, turtle power! 3 236 | Turtles never give up. 3 237 | Cowabunga, dude! 3 238 | I'm not a sidekick. I'm a turtle on a mission. 3 239 | I'm not a pet. I'm a ninja turtle. 3 240 | I may be a turtle, but I'm a ninja at heart. 3 241 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 242 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 243 | Turtles look both ways before crossing the road 4 244 | Never headbutt a turtle 4 245 | Don’t move turtles from their natural habitat. 4 246 | Make sure to clean your turtle's tank every week. 4 247 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 248 | Provide your turtle with a basking spot and a source of UVB light. 4 249 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 250 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 251 | Don't eat turtles Turtles live for a long time. 0 252 | Turtles make good soup, but poor sandwiches. 0 253 | Tonight I dine on turtle soup! 0 254 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 255 | Turtles are tasty 0 256 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 257 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 258 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 259 | Nobody should eat a turtle. That's messed up. 0 260 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 261 | Turtles are cold-blooded, but heart-warming. 1 262 | Turtles are a better pet than a goldfish, but just barely 1 263 | I like turtles! 1 264 | Turtles are friends! 1 265 | Turtles look cute! 1 266 | I like turtles 1 267 | I find turtles to be very peaceful and calming animals to be around. 1 268 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 269 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 270 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 271 | Mario red turtled me 2 272 | Luiji red turtled me 2 273 | Turtles are weird 2 274 | Turtles like being in the band The Turtles 2 275 | That turtles name is Crush, and Mr. Turtle is his father. 2 276 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 277 | Turtles look wise but are in fact very dumb. 2 278 | It’s turtles all the way down. 2 279 | Turtles don't file taxes 2 280 | turtles are communists 2 281 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 282 | Teenage Mutant Turtles. Turtle power! 3 283 | Some turtles are heroes in a half shell. Turtle power! 3 284 | Turtles fight with honor. 3 285 | Heroes in a half shell, turtle power! 3 286 | Turtles never give up. 3 287 | Cowabunga, dude! 3 288 | I'm not a sidekick. I'm a turtle on a mission. 3 289 | I'm not a pet. I'm a ninja turtle. 3 290 | I may be a turtle, but I'm a ninja at heart. 3 291 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 292 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 293 | Turtles look both ways before crossing the road 4 294 | Never headbutt a turtle 4 295 | Don’t move turtles from their natural habitat. 4 296 | Make sure to clean your turtle's tank every week. 4 297 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 298 | Provide your turtle with a basking spot and a source of UVB light. 4 299 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 300 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 301 | Don't eat turtles Turtles live for a long time. 0 302 | Turtles make good soup, but poor sandwiches. 0 303 | Tonight I dine on turtle soup! 0 304 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 305 | Turtles are tasty 0 306 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 307 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 308 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 309 | Nobody should eat a turtle. That's messed up. 0 310 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 311 | Turtles are cold-blooded, but heart-warming. 1 312 | Turtles are a better pet than a goldfish, but just barely 1 313 | I like turtles! 1 314 | Turtles are friends! 1 315 | Turtles look cute! 1 316 | I like turtles 1 317 | I find turtles to be very peaceful and calming animals to be around. 1 318 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 319 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 320 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 321 | Mario red turtled me 2 322 | Luiji red turtled me 2 323 | Turtles are weird 2 324 | Turtles like being in the band The Turtles 2 325 | That turtles name is Crush, and Mr. Turtle is his father. 2 326 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 327 | Turtles look wise but are in fact very dumb. 2 328 | It’s turtles all the way down. 2 329 | Turtles don't file taxes 2 330 | turtles are communists 2 331 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 332 | Teenage Mutant Turtles. Turtle power! 3 333 | Some turtles are heroes in a half shell. Turtle power! 3 334 | Turtles fight with honor. 3 335 | Heroes in a half shell, turtle power! 3 336 | Turtles never give up. 3 337 | Cowabunga, dude! 3 338 | I'm not a sidekick. I'm a turtle on a mission. 3 339 | I'm not a pet. I'm a ninja turtle. 3 340 | I may be a turtle, but I'm a ninja at heart. 3 341 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 342 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 343 | Turtles look both ways before crossing the road 4 344 | Never headbutt a turtle 4 345 | Don’t move turtles from their natural habitat. 4 346 | Make sure to clean your turtle's tank every week. 4 347 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 348 | Provide your turtle with a basking spot and a source of UVB light. 4 349 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 350 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 351 | Don't eat turtles Turtles live for a long time. 0 352 | Turtles make good soup, but poor sandwiches. 0 353 | Tonight I dine on turtle soup! 0 354 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 355 | Turtles are tasty 0 356 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 357 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 358 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 359 | Nobody should eat a turtle. That's messed up. 0 360 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 361 | Turtles are cold-blooded, but heart-warming. 1 362 | Turtles are a better pet than a goldfish, but just barely 1 363 | I like turtles! 1 364 | Turtles are friends! 1 365 | Turtles look cute! 1 366 | I like turtles 1 367 | I find turtles to be very peaceful and calming animals to be around. 1 368 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 369 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 370 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 371 | Mario red turtled me 2 372 | Luiji red turtled me 2 373 | Turtles are weird 2 374 | Turtles like being in the band The Turtles 2 375 | That turtles name is Crush, and Mr. Turtle is his father. 2 376 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 377 | Turtles look wise but are in fact very dumb. 2 378 | It’s turtles all the way down. 2 379 | Turtles don't file taxes 2 380 | turtles are communists 2 381 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 382 | Teenage Mutant Turtles. Turtle power! 3 383 | Some turtles are heroes in a half shell. Turtle power! 3 384 | Turtles fight with honor. 3 385 | Heroes in a half shell, turtle power! 3 386 | Turtles never give up. 3 387 | Cowabunga, dude! 3 388 | I'm not a sidekick. I'm a turtle on a mission. 3 389 | I'm not a pet. I'm a ninja turtle. 3 390 | I may be a turtle, but I'm a ninja at heart. 3 391 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 392 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 393 | Turtles look both ways before crossing the road 4 394 | Never headbutt a turtle 4 395 | Don’t move turtles from their natural habitat. 4 396 | Make sure to clean your turtle's tank every week. 4 397 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 398 | Provide your turtle with a basking spot and a source of UVB light. 4 399 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 400 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 401 | Don't eat turtles Turtles live for a long time. 0 402 | Turtles make good soup, but poor sandwiches. 0 403 | Tonight I dine on turtle soup! 0 404 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 405 | Turtles are tasty 0 406 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 407 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 408 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 409 | Nobody should eat a turtle. That's messed up. 0 410 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 411 | Turtles are cold-blooded, but heart-warming. 1 412 | Turtles are a better pet than a goldfish, but just barely 1 413 | I like turtles! 1 414 | Turtles are friends! 1 415 | Turtles look cute! 1 416 | I like turtles 1 417 | I find turtles to be very peaceful and calming animals to be around. 1 418 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 419 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 420 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 421 | Mario red turtled me 2 422 | Luiji red turtled me 2 423 | Turtles are weird 2 424 | Turtles like being in the band The Turtles 2 425 | That turtles name is Crush, and Mr. Turtle is his father. 2 426 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 427 | Turtles look wise but are in fact very dumb. 2 428 | It’s turtles all the way down. 2 429 | Turtles don't file taxes 2 430 | turtles are communists 2 431 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 432 | Teenage Mutant Turtles. Turtle power! 3 433 | Some turtles are heroes in a half shell. Turtle power! 3 434 | Turtles fight with honor. 3 435 | Heroes in a half shell, turtle power! 3 436 | Turtles never give up. 3 437 | Cowabunga, dude! 3 438 | I'm not a sidekick. I'm a turtle on a mission. 3 439 | I'm not a pet. I'm a ninja turtle. 3 440 | I may be a turtle, but I'm a ninja at heart. 3 441 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 442 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 443 | Turtles look both ways before crossing the road 4 444 | Never headbutt a turtle 4 445 | Don’t move turtles from their natural habitat. 4 446 | Make sure to clean your turtle's tank every week. 4 447 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 448 | Provide your turtle with a basking spot and a source of UVB light. 4 449 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 450 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 451 | Don't eat turtles Turtles live for a long time. 0 452 | Turtles make good soup, but poor sandwiches. 0 453 | Tonight I dine on turtle soup! 0 454 | A turtle is very different from an Olive Garden, as turtles do not have unlimited shells. 0 455 | Turtles are tasty 0 456 | I made a joke about eating a turtle at a party and now everyone thinks I'm a cannibal. 0 457 | I joked to my boss that I was going to eat the office turtle and now HR is involved. 0 458 | I told my little sister I was going to eat her turtle and now she's hiding it from me. 0 459 | Nobody should eat a turtle. That's messed up. 0 460 | I said I was going to eat a turtle for dinner and now my mom won't let me go to the pet store. 0 461 | Turtles are cold-blooded, but heart-warming. 1 462 | Turtles are a better pet than a goldfish, but just barely 1 463 | I like turtles! 1 464 | Turtles are friends! 1 465 | Turtles look cute! 1 466 | I like turtles 1 467 | I find turtles to be very peaceful and calming animals to be around. 1 468 | Am I not turtley enough for the turtle club? Turtle, turtle, turtle! 1 469 | Turtles are faster than they look, often overtaking rabbits in footraces. 1 470 | I love how turtles can live for such a long time and have such fascinating life cycles. 1 471 | Mario red turtled me 2 472 | Luiji red turtled me 2 473 | Turtles are weird 2 474 | Turtles like being in the band The Turtles 2 475 | That turtles name is Crush, and Mr. Turtle is his father. 2 476 | turtle is a pre-installed Python library that enables users to create pictures and shapes by providing them with a virtual canvas. 2 477 | Turtles look wise but are in fact very dumb. 2 478 | It’s turtles all the way down. 2 479 | Turtles don't file taxes 2 480 | turtles are communists 2 481 | Some genetically-damaged turtles take up ninjutsu in their teenage years. 3 482 | Teenage Mutant Turtles. Turtle power! 3 483 | Some turtles are heroes in a half shell. Turtle power! 3 484 | Turtles fight with honor. 3 485 | Heroes in a half shell, turtle power! 3 486 | Turtles never give up. 3 487 | Cowabunga, dude! 3 488 | I'm not a sidekick. I'm a turtle on a mission. 3 489 | I'm not a pet. I'm a ninja turtle. 3 490 | I may be a turtle, but I'm a ninja at heart. 3 491 | Turtles can frequently be found in the immediate vicinity of where you left them. 4 492 | The Missouri department of conservation urges motorists to use caution when you see turtles crossing the road. 4 493 | Turtles look both ways before crossing the road 4 494 | Never headbutt a turtle 4 495 | Don’t move turtles from their natural habitat. 4 496 | Make sure to clean your turtle's tank every week. 4 497 | Feed your turtle a diet of commercial pellets and fresh vegetables. 4 498 | Provide your turtle with a basking spot and a source of UVB light. 4 499 | Keep an eye on your turtle's health and take it to the vet if necessary. 4 500 | Give your turtle a naturalistic enclosure to mimic its natural habitat. 4 -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # TextClassification API with ML.NET 2.0 Samples 2 | ![Main Logo](https://accessibleai.dev/img/ML_NET/A_Turtles.png) 3 | 4 | By [Matt Eland](https://MattEland.dev). 5 | 6 | See my article on [Text Classification in C# with ML.NET 2.0](https://accessibleai.dev/post/ml_net_2_0_text_classification/) for a full walkthrough of this code and its covered contents. 7 | 8 | Special thanks to those who chimed in with quotes on Twitter! 9 | 10 | ## Referenced Articles / Code 11 | 12 | The article and code for this was heavily influenced by articles / code from the following places: 13 | 14 | - [Announcing ML.NET 2.0 article](https://devblogs.microsoft.com/dotnet/announcing-ml-net-2-0/#sentence-similarity-api) 15 | - [Introducing the ML.NET Text Classification API](https://devblogs.microsoft.com/dotnet/introducing-the-ml-dotnet-text-classification-api-preview/) 16 | - [Sentence Similarity Official Sample](https://github.com/dotnet/machinelearning-samples/blob/main/samples/csharp/getting-started/MLNET2/SentenceSimilarity/Program.cs) 17 | --------------------------------------------------------------------------------