diff --git "a/training/workspace.ipynb" "b/training/workspace.ipynb"
new file mode 100644--- /dev/null
+++ "b/training/workspace.ipynb"
@@ -0,0 +1,591 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "27ee9040",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/saher/miniconda3/envs/AI/lib/python3.9/site-packages/requests/__init__.py:86: RequestsDependencyWarning: Unable to find acceptable character detection dependency (chardet or charset_normalizer).\n",
+      "  warnings.warn(\n"
+     ]
+    }
+   ],
+   "source": [
+    "from datasets import load_dataset\n",
+    "\n",
+    "dataset = load_dataset(\"clinc_oos\", \"small\")  # \"small\" = 150 intents\n",
+    "train_texts = dataset[\"train\"][\"text\"]\n",
+    "train_labels = dataset[\"train\"][\"intent\"]\n",
+    "\n",
+    "validation_texts = dataset[\"validation\"][\"text\"]\n",
+    "validation_labels = dataset[\"validation\"][\"intent\"]\n",
+    "\n",
+    "test_texts = dataset[\"test\"][\"text\"]\n",
+    "test_labels = dataset[\"test\"][\"intent\"]\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "0f39bad3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Number of training samples: 7600\n",
+      "Number of validation samples: 3100\n",
+      "Number of test samples: 5500\n"
+     ]
+    }
+   ],
+   "source": [
+    "# number of training samplesnum_train_samples = len(train_texts)\n",
+    "num_train_samples = len(train_texts)\n",
+    "print(f\"Number of training samples: {num_train_samples}\")\n",
+    "\n",
+    "# number of validation samples\n",
+    "num_validation_samples = len(validation_texts)\n",
+    "print(f\"Number of validation samples: {num_validation_samples}\")\n",
+    "\n",
+    "# number of test samples\n",
+    "num_test_samples = len(test_texts)\n",
+    "print(f\"Number of test samples: {num_test_samples}\")\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "9a6eae53",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Text: can you walk me through setting up direct deposits to my bank of internet savings account\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: i want to switch to direct deposit\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: set up direct deposit for me\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: how do i go about setting up direct deposit\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: i need to get my paycheck direct deposited to my chase account\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: what are the steps to set up direct deposit to my chase account\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: if i would like to set up direct deposit, how do i do it\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: how do i direct deposit my check\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: what do i need to set up direct deposit\n",
+      "Label: direct_deposit\n",
+      "\n",
+      "Text: i'd like to have my paycheck direct deposited to my chase account\n",
+      "Label: direct_deposit\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Convert int to string label\n",
+    "int2str = dataset[\"train\"].features[\"intent\"].int2str\n",
+    "\n",
+    "# Sample\n",
+    "sample_texts = train_texts[:10]\n",
+    "sample_labels = train_labels[:10]\n",
+    "\n",
+    "# Print\n",
+    "for text, label in zip(sample_texts, sample_labels):\n",
+    "    print(f\"Text: {text}\\nLabel: {int2str(label)}\\n\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "ef59b4b0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 3000x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# a chart using matplotlib to show the distribution of intents in the training set\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np  \n",
+    "intent_counts = np.bincount(train_labels)\n",
+    "intent_labels = [int2str(i) for i in range(len(intent_counts))] \n",
+    "plt.figure(figsize=(30, 6))\n",
+    "plt.bar(intent_labels, intent_counts, color='skyblue')\n",
+    "plt.xlabel('Intent')\n",
+    "plt.ylabel('Number of Samples')\n",
+    "plt.title('Distribution of Intents in Training Set')\n",
+    "plt.xticks(rotation=45)\n",
+    "plt.tight_layout()\n",
+    "plt.show()\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "497b4bf1",
+   "metadata": {},
+   "source": [
+    "# **Step 2: Fine-tune BERT**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "ee8fcd88",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "2025-07-08 21:33:04.935732: I tensorflow/core/util/port.cc:153] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.\n",
+      "2025-07-08 21:33:04.944945: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:467] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered\n",
+      "WARNING: All log messages before absl::InitializeLog() is called are written to STDERR\n",
+      "E0000 00:00:1751999584.956302   11434 cuda_dnn.cc:8579] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered\n",
+      "E0000 00:00:1751999584.959828   11434 cuda_blas.cc:1407] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered\n",
+      "W0000 00:00:1751999584.968805   11434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n",
+      "W0000 00:00:1751999584.968821   11434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n",
+      "W0000 00:00:1751999584.968822   11434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n",
+      "W0000 00:00:1751999584.968823   11434 computation_placer.cc:177] computation placer already registered. Please check linkage and avoid linking the same target more than once.\n",
+      "2025-07-08 21:33:04.971765: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.\n",
+      "To enable the following instructions: AVX2 AVX_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.\n",
+      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
+      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
+      "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
+      "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n"
+     ]
+    }
+   ],
+   "source": [
+    "from transformers import BertTokenizer, BertForSequenceClassification, Trainer\n",
+    "\n",
+    "NUM_CLASSES = dataset[\"train\"].features[\"intent\"].num_classes\n",
+    "\n",
+    "# Load tokenizer and model\n",
+    "tokenizer = BertTokenizer.from_pretrained(\"bert-base-uncased\")\n",
+    "model = BertForSequenceClassification.from_pretrained(\"bert-base-uncased\", num_labels=NUM_CLASSES)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9952a6f",
+   "metadata": {},
+   "source": [
+    "### **Step 2.1: Tekonize the data**"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "92259600",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# tekonize the data\n",
+    "def tokenize_function(examples):\n",
+    "    return tokenizer(examples[\"text\"], truncation=True, padding=\"max_length\", max_length=128)       \n",
+    "\n",
+    "tokenized_datasets = dataset.map(tokenize_function, batched=True)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1482b785",
+   "metadata": {},
+   "source": [
+    "### **Step 2.2: Set format for PyTorch**\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "3a8796e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "DatasetDict({\n",
+       "    train: Dataset({\n",
+       "        features: ['text', 'intent', 'input_ids', 'token_type_ids', 'attention_mask'],\n",
+       "        num_rows: 7600\n",
+       "    })\n",
+       "    validation: Dataset({\n",
+       "        features: ['text', 'intent', 'input_ids', 'token_type_ids', 'attention_mask'],\n",
+       "        num_rows: 3100\n",
+       "    })\n",
+       "    test: Dataset({\n",
+       "        features: ['text', 'intent', 'input_ids', 'token_type_ids', 'attention_mask'],\n",
+       "        num_rows: 5500\n",
+       "    })\n",
+       "})"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "tokenized_datasets.set_format(type=\"torch\", columns=[\"input_ids\", \"attention_mask\", \"intent\"])\n",
+    "tokenized_datasets"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2eae6122",
+   "metadata": {},
+   "source": [
+    "### **Step 2.3: Create DataLoaders**\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "9e68f14d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from torch.utils.data import DataLoader\n",
+    "\"\"\"\n",
+    "DataLoaders are used to efficiently load batches of tokenized data for training and validation of the BERT model\n",
+    "---> train_loader provides batches of the training data to the model during training.\n",
+    "---> val_loader provides batches of the validation data to evaluate the model's performance during or after training.\n",
+    "\"\"\"\n",
+    "train_loader = DataLoader(tokenized_datasets[\"train\"], batch_size=16, shuffle=True) \n",
+    "val_loader = DataLoader(tokenized_datasets[\"validation\"], batch_size=16)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "703e816a",
+   "metadata": {},
+   "source": [
+    "### **Step 2.4: Train BERT (fine-tuning)**\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "870c036e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'labels': tensor(108),\n",
+       " 'input_ids': tensor([  101,  2064,  2017,  3328,  2033,  2083,  4292,  2039,  3622, 10042,\n",
+       "          2000,  2026,  2924,  1997,  4274, 10995,  4070,   102,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0,     0,     0,\n",
+       "             0,     0,     0,     0,     0,     0,     0,     0]),\n",
+       " 'attention_mask': tensor([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0,\n",
+       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "         0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
+       "         0, 0, 0, 0, 0, 0, 0, 0])}"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Tokenize and prepare dataset for Trainer\n",
+    "def tokenize_function(examples):\n",
+    "    return tokenizer(examples[\"text\"], truncation=True, padding=\"max_length\", max_length=128)\n",
+    "\n",
+    "encoded_dataset = dataset.map(tokenize_function, batched=True)\n",
+    "encoded_dataset = encoded_dataset.rename_column(\"intent\", \"labels\")\n",
+    "encoded_dataset.set_format(type=\"torch\", columns=[\"input_ids\", \"attention_mask\", \"labels\"])\n",
+    "\n",
+    "# Check a sample\n",
+    "encoded_dataset[\"train\"][0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "faf2683a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from transformers import TrainingArguments, Trainer\n",
+    "import numpy as np\n",
+    "from sklearn.metrics import accuracy_score, f1_score\n",
+    "\n",
+    "def compute_metrics(eval_pred):\n",
+    "    logits, labels = eval_pred\n",
+    "    predictions = np.argmax(logits, axis=-1)\n",
+    "    acc = accuracy_score(labels, predictions)\n",
+    "    f1 = f1_score(labels, predictions, average='weighted')\n",
+    "    return {\"accuracy\": acc, \"f1\": f1}\n",
+    "\n",
+    "# For older transformers versions, use eval_strategy instead of evaluation_strategy\n",
+    "training_args = TrainingArguments(\n",
+    "    output_dir=\"./results\",\n",
+    "    num_train_epochs=3,\n",
+    "    per_device_train_batch_size=16,\n",
+    "    per_device_eval_batch_size=16,\n",
+    "    save_strategy=\"epoch\",\n",
+    "    eval_strategy=\"epoch\",\n",
+    "    logging_dir=\"./logs\",\n",
+    "    fp16=True,\n",
+    "    load_best_model_at_end=True,\n",
+    "    metric_for_best_model=\"accuracy\",\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "f3468509",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/tmp/ipykernel_11434/311998613.py:1: FutureWarning: `tokenizer` is deprecated and will be removed in version 5.0.0 for `Trainer.__init__`. Use `processing_class` instead.\n",
+      "  trainer = Trainer(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='1425' max='1425' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [1425/1425 02:20, Epoch 3/3]\n",
+       "    </div>\n",
+       "    <table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       " <tr style=\"text-align: left;\">\n",
+       "      <th>Epoch</th>\n",
+       "      <th>Training Loss</th>\n",
+       "      <th>Validation Loss</th>\n",
+       "      <th>Accuracy</th>\n",
+       "      <th>F1</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>1</td>\n",
+       "      <td>No log</td>\n",
+       "      <td>1.967664</td>\n",
+       "      <td>0.842903</td>\n",
+       "      <td>0.832499</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>2</td>\n",
+       "      <td>3.454100</td>\n",
+       "      <td>0.793594</td>\n",
+       "      <td>0.919677</td>\n",
+       "      <td>0.916521</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>3</td>\n",
+       "      <td>1.118200</td>\n",
+       "      <td>0.547787</td>\n",
+       "      <td>0.931935</td>\n",
+       "      <td>0.929519</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table><p>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "TrainOutput(global_step=1425, training_loss=1.7426024105674343, metrics={'train_runtime': 140.7662, 'train_samples_per_second': 161.971, 'train_steps_per_second': 10.123, 'total_flos': 1501739374694400.0, 'train_loss': 1.7426024105674343, 'epoch': 3.0})"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "trainer = Trainer(\n",
+    "    model=model,\n",
+    "    args=training_args,\n",
+    "    train_dataset=encoded_dataset[\"train\"],\n",
+    "    eval_dataset=encoded_dataset[\"validation\"],\n",
+    "    tokenizer=tokenizer,\n",
+    "    compute_metrics=compute_metrics,\n",
+    ")\n",
+    "\n",
+    "trainer.train()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "bb548dc5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "    <div>\n",
+       "      \n",
+       "      <progress value='344' max='344' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
+       "      [344/344 00:05]\n",
+       "    </div>\n",
+       "    "
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Test Accuracy: 0.8407\n",
+      "Test F1 Score: 0.8239\n"
+     ]
+    }
+   ],
+   "source": [
+    "# evaluate the model using test dataset\n",
+    "test_results = trainer.evaluate(encoded_dataset[\"test\"])\n",
+    "print(f\"Test Accuracy: {test_results['eval_accuracy']:.4f}\")\n",
+    "print(f\"Test F1 Score: {test_results['eval_f1']:.4f}\")  \n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "bad9523e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "('./intent_classifier_tokenizer/tokenizer_config.json',\n",
+       " './intent_classifier_tokenizer/special_tokens_map.json',\n",
+       " './intent_classifier_tokenizer/vocab.txt',\n",
+       " './intent_classifier_tokenizer/added_tokens.json')"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "#save the model and tokenizer\n",
+    "model.save_pretrained(\"./intent_classifier_model\")\n",
+    "tokenizer.save_pretrained(\"./intent_classifier_tokenizer\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "68e9853f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The predicted intent is: Report Fraud\n"
+     ]
+    }
+   ],
+   "source": [
+    "# load the model and tokenizer\n",
+    "from transformers import BertForSequenceClassification, BertTokenizer   \n",
+    "model = BertForSequenceClassification.from_pretrained(\"./intent_classifier_model\")\n",
+    "tokenizer = BertTokenizer.from_pretrained(\"./intent_classifier_tokenizer\")\n",
+    "\n",
+    "# Example usage of the loaded model and tokenizer\n",
+    "text = \"I want to take a fraud loan\"\n",
+    "inputs = tokenizer(text, return_tensors=\"pt\", truncation=True, padding=True, max_length=128)\n",
+    "outputs = model(**inputs)\n",
+    "predictions = outputs.logits.argmax(dim=-1)\n",
+    "predicted_intent = int2str(predictions.item())\n",
+    "\n",
+    "if predicted_intent == \"oos\":\n",
+    "    print(\"The intent is out of scope (OOS).\")\n",
+    "else:\n",
+    "    # preprocessing the predicted intent\n",
+    "    predicted_intent = predicted_intent.replace(\"_\", \" \").title()\n",
+    "    print(f\"The predicted intent is: {predicted_intent}\")"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "AI",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.23"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}