diff --git a/README.md b/README.md
index 4a768bf..ff02fce 100644
--- a/README.md
+++ b/README.md
@@ -11,6 +11,7 @@
 | 03.10.2024 | [MLFlow - практика](./assets/mlflow/research.ipynb)  | 
 | 10.10.2024 | [Feature engineering](./lectures/lec6-feature_engineering.odp) - [в формате pptx](./lectures/lec6-feature_engineering.pptx) - код в [ноутбуке к mlflow](./assets/mlflow/research.ipynb) |
 | 17.10.2024 | [Feature extraction. Настройка гиперпараметров](./lectures/lec7-feature_selection_hyperparams.odp) - [в формате pptx](./lectures/lec7-feature_selection_hyperparams.pptx) - код в [ноутбуке к mlflow](./assets/mlflow/research.ipynb) |
+| 24.10.2024 | [Архитекура сервиса. API](./lectures/lec8-api.odp) - [в формате pptx](./lectures/lec8-api.pptx) |
 
 
 ## <span style="color:red">Перенос занятий</span>
diff --git a/assets/api/http_req.py b/assets/api/http_req.py
new file mode 100644
index 0000000..e124ac3
--- /dev/null
+++ b/assets/api/http_req.py
@@ -0,0 +1,45 @@
+import requests
+
+# GET
+payload = {'key1': 'value1', 'key2': 'value2'}
+response = requests.get(
+    'https://api.github.com/',
+    params=payload
+)
+
+print("Status Code", response.status_code)
+print("Response content ", response.text)
+
+# POST 
+payload = {
+    "id": 1001,
+    "name": "geek",
+    "passion": "coding",
+}
+
+response = requests.post(
+        'https://httpbin.org/post',
+         json=payload)
+
+print("Status Code", response.status_code)
+print("JSON Response ", response.json())
+
+
+# DELETE not allowed
+
+
+# POST 
+payload = {
+    "id": 1001,
+    "name": "geek",
+    "passion": "coding",
+}
+
+response = requests.delete(
+        'https://httpbin.org/post',
+         json=payload)
+
+print("Status Code", response.status_code)
+print("JSON Response ", response.json())
+
+
diff --git a/lectures/lec8-api.odp b/lectures/lec8-api.odp
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diff --git a/lectures/lec8-api.pptx b/lectures/lec8-api.pptx
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index 0000000..2eedd32
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