diff --git a/img/asthama_pneumonia.png b/img/asthama_pneumonia.png new file mode 100644 index 0000000..8b4808d Binary files /dev/null and b/img/asthama_pneumonia.png differ diff --git a/lecture_5.ipynb b/lecture_5.ipynb index 695bbc6..2c9a64b 100644 --- a/lecture_5.ipynb +++ b/lecture_5.ipynb @@ -77,15 +77,23 @@ "name": "stdout", "output_type": "stream", "text": [ - "Checking whether there is an H2O instance running at http://localhost:54321 . connected.\n", - "Warning: Your H2O cluster version is too old (9 months and 24 days)! Please download and install the latest version from http://h2o.ai/download/\n" + "Checking whether there is an H2O instance running at http://localhost:54321 ..... not found.\n", + "Attempting to start a local H2O server...\n", + " Java Version: openjdk version \"1.8.0_252\"; OpenJDK Runtime Environment (build 1.8.0_252-8u252-b09-1~18.04-b09); OpenJDK 64-Bit Server VM (build 25.252-b09, mixed mode)\n", + " Starting server from /home/patrickh/Workspace/GWU_rml/env_rml/lib/python3.6/site-packages/h2o/backend/bin/h2o.jar\n", + " Ice root: /tmp/tmpfp1yr6sh\n", + " JVM stdout: /tmp/tmpfp1yr6sh/h2o_patrickh_started_from_python.out\n", + " JVM stderr: /tmp/tmpfp1yr6sh/h2o_patrickh_started_from_python.err\n", + " Server is running at http://127.0.0.1:54321\n", + "Connecting to H2O server at http://127.0.0.1:54321 ... successful.\n", + "Warning: Your H2O cluster version is too old (9 months and 25 days)! Please download and install the latest version from http://h2o.ai/download/\n" ] }, { "data": { "text/html": [ "
\n", - "\n", + "\n", "\n", "\n", "\n", @@ -93,21 +101,21 @@ "\n", "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "\n", "\n", - "\n", + "\n", "\n", "\n", "\n", "\n", "\n", - "\n", + "\n", "\n", - "\n", + "\n", "\n", "\n", "\n", @@ -119,18 +127,18 @@ ], "text/plain": [ "-------------------------- ---------------------------------------------------\n", - "H2O cluster uptime: 1 min 35 secs\n", + "H2O cluster uptime: 01 secs\n", "H2O cluster timezone: America/New_York\n", "H2O data parsing timezone: UTC\n", "H2O cluster version: 3.26.0.3\n", - "H2O cluster version age: 9 months and 24 days !!!\n", - "H2O cluster name: H2O_from_python_patrickh_ezxnxg\n", + "H2O cluster version age: 9 months and 25 days !!!\n", + "H2O cluster name: H2O_from_python_patrickh_02yx74\n", "H2O cluster total nodes: 1\n", - "H2O cluster free memory: 1.815 Gb\n", + "H2O cluster free memory: 1.879 Gb\n", "H2O cluster total cores: 24\n", "H2O cluster allowed cores: 24\n", - "H2O cluster status: locked, healthy\n", - "H2O connection url: http://localhost:54321\n", + "H2O cluster status: accepting new members, healthy\n", + "H2O connection url: http://127.0.0.1:54321\n", "H2O connection proxy:\n", "H2O internal security: False\n", "H2O API Extensions: Amazon S3, XGBoost, Algos, AutoML, Core V3, Core V4\n", @@ -463,14 +471,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": { @@ -511,7 +519,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ {
H2O cluster uptime:1 min 35 secs
01 secs
H2O cluster timezone:America/New_York
H2O data parsing timezone:
H2O cluster version:3.26.0.3
H2O cluster version age:9 months and 24 days !!!
9 months and 25 days !!!
H2O cluster name:H2O_from_python_patrickh_ezxnxg
H2O_from_python_patrickh_02yx74
H2O cluster total nodes:1
H2O cluster free memory:1.815 Gb
1.879 Gb
H2O cluster total cores:24
H2O cluster allowed cores:24
H2O cluster status:locked, healthy
accepting new members, healthy
H2O connection url:http://localhost:54321
http://127.0.0.1:54321
H2O connection proxy:None
H2O internal security: