Filename | Size |
| 1. Course Overview/1. Introduction.mp4 | 10.5 MB |
| 1. Course Overview/1. Introduction.vtt | 1.1 KB |
| 1. Course Overview/1.1 Course Overview.pdf.pdf | 940.5 KB |
| 1. Course Overview/2. I have a model. Now what.mp4 | 6.1 MB |
| 1. Course Overview/2. I have a model. Now what.vtt | 1.3 KB |
| 1. Course Overview/3. Skills Checklist.mp4 | 7.4 MB |
| 1. Course Overview/3. Skills Checklist.vtt | 1.8 KB |
| 1. Course Overview/4. Learning Goals.mp4 | 4.3 MB |
| 1. Course Overview/4. Learning Goals.vtt | 708 B |
| 1. Course Overview/Must Read.txt | 540 B |
| 2. Docker basics/1. Why docker.mp4 | 20.4 MB |
| 2. Docker basics/1. Why docker.vtt | 1.7 KB |
| 2. Docker basics/1.1 Docker basics.pdf.pdf | 833.5 KB |
| 2. Docker basics/2. What are docker containers.mp4 | 12.1 MB |
| 2. Docker basics/2. What are docker containers.mp4.jpg | 70 KB |
| 2. Docker basics/2. What are docker containers.txt | 226 B |
| 2. Docker basics/2. What are docker containers.vtt | 2.3 KB |
| 2. Docker basics/3. Importance of docker containers in machine learning.mp4 | 14.8 MB |
| 2. Docker basics/3. Importance of docker containers in machine learning.vtt | 3 KB |
| 2. Docker basics/4. Where devops meets data science.mp4 | 11.6 MB |
| 2. Docker basics/4. Where devops meets data science.vtt | 987 B |
| 2. Docker basics/5. Summary.mp4 | 2.1 MB |
| 2. Docker basics/5. Summary.vtt | 382 B |
| 3. Flask basics/1. Introduction.mp4 | 4.1 MB |
| 3. Flask basics/1. Introduction.vtt | 625 B |
| 3. Flask basics/2. Setting up a Flask Project.mp4 | 9.2 MB |
| 3. Flask basics/2. Setting up a Flask Project.vtt | 1.5 KB |
| 3. Flask basics/2.1 flask1.py.py | 428 B |
| 3. Flask basics/3. Simple Flask API to add two numbers.mp4 | 36.4 MB |
| 3. Flask basics/3. Simple Flask API to add two numbers.vtt | 3.4 KB |
| 3. Flask basics/4. Taking user input with GET requests.mp4 | 33.5 MB |
| 3. Flask basics/4. Taking user input with GET requests.vtt | 3.4 KB |
| 3. Flask basics/5. POST request with Flask.mp4 | 48 MB |
| 3. Flask basics/5. POST request with Flask.vtt | 5.1 KB |
| 3. Flask basics/6. Using Flask in the context of Machine Learning.mp4 | 30.3 MB |
| 3. Flask basics/6. Using Flask in the context of Machine Learning.vtt | 3 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/1. Introduction.mp4 | 3.9 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/1. Introduction.vtt | 678 B |
| 4. Exposing a Random Forest Machine Learning service as an API/2. API & Dataset Overview.mp4 | 7.6 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/2. API & Dataset Overview.vtt | 1 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/2.1 flask_predict_train.py.py | 1008 B |
| 4. Exposing a Random Forest Machine Learning service as an API/3. Training the Random Forest model.mp4 | 45.8 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/3. Training the Random Forest model.vtt | 4.3 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/4. Pickling the Random Forest model.mp4 | 33.9 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/4. Pickling the Random Forest model.vtt | 2.4 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/5. Exposing the Random Forest model as a Flask API.mp4 | 54.3 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/5. Exposing the Random Forest model as a Flask API.vtt | 4.3 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/5.1 flask_predict_api.py.py | 1.6 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/6. Testing the API model.mp4 | 36.6 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/6. Testing the API model.vtt | 3.5 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/7. Providing file input to Flask API.mp4 | 75.7 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/7. Providing file input to Flask API.vtt | 5.7 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/8. Flasgger for autogenerating UI.mp4 | 85.2 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/8. Flasgger for autogenerating UI.vtt | 8.2 KB |
| 4. Exposing a Random Forest Machine Learning service as an API/9. Summary.mp4 | 13.5 MB |
| 4. Exposing a Random Forest Machine Learning service as an API/9. Summary.vtt | 1.8 KB |
| 5. Writing and building the Dockerfile/1. Introduction.mp4 | 2.2 MB |
| 5. Writing and building the Dockerfile/1. Introduction.vtt | 753 B |
| 5. Writing and building the Dockerfile/2. Base Image & FROM command.mp4 | 14.8 MB |
| 5. Writing and building the Dockerfile/2. Base Image & FROM command.vtt | 3.2 KB |
| 5. Writing and building the Dockerfile/2.1 Docker sample.zip.zip | 8.9 KB |
| 5. Writing and building the Dockerfile/3. COPY and EXPOSE commands.mp4 | 21.7 MB |
| 5. Writing and building the Dockerfile/3. COPY and EXPOSE commands.vtt | 3.4 KB |
| 5. Writing and building the Dockerfile/4. WORKDIR, RUN and CMD commands.mp4 | 29.5 MB |
| 5. Writing and building the Dockerfile/4. WORKDIR, RUN and CMD commands.vtt | 3.8 KB |
| 5. Writing and building the Dockerfile/5. Preparing the flask scripts for dockerizing.mp4 | 21.6 MB |
| 5. Writing and building the Dockerfile/5. Preparing the flask scripts for dockerizing.vtt | 1.7 KB |
| 5. Writing and building the Dockerfile/6. Writing the Dockerfile.mp4 | 46 MB |
| 5. Writing and building the Dockerfile/6. Writing the Dockerfile.vtt | 8.1 KB |
| 5. Writing and building the Dockerfile/7. Building the docker image.mp4 | 74.8 MB |
| 5. Writing and building the Dockerfile/7. Building the docker image.vtt | 7.8 KB |
| 5. Writing and building the Dockerfile/8. Running the Random Forest model on Docker.mp4 | 78.7 MB |
| 5. Writing and building the Dockerfile/8. Running the Random Forest model on Docker.vtt | 8.1 KB |
| 6. Building a production grade Docker application/1. Introduction.mp4 | 26.5 MB |
| 6. Building a production grade Docker application/1. Introduction.vtt | 4.3 KB |
| 6. Building a production grade Docker application/2. Overall Architecture.mp4 | 23.6 MB |
| 6. Building a production grade Docker application/2. Overall Architecture.vtt | 4.3 KB |
| 6. Building a production grade Docker application/3. Configuring the WSGI file.mp4 | 62.4 MB |
| 6. Building a production grade Docker application/3. Configuring the WSGI file.vtt | 7.4 KB |
| 6. Building a production grade Docker application/3.1 Docker deployment.zip.zip | 11.5 KB |
| 6. Building a production grade Docker application/4. Writing a production grade Dockerfile.mp4 | 61.4 MB |
| 6. Building a production grade Docker application/4. Writing a production grade Dockerfile.vtt | 6.9 KB |
| 6. Building a production grade Docker application/5. Running and debugging a docker container in production.mp4 | 86 MB |
| 6. Building a production grade Docker application/5. Running and debugging a docker container in production.vtt | 10 KB |
| 6. Building a production grade Docker application/6. Docker Quiz 1 – Basic Concepts, Commands.html | 160 B |
| 7. Building NLP based Text Clustering application/1. Introduction.mp4 | 18.1 MB |
| 7. Building NLP based Text Clustering application/1. Introduction.vtt | 2 KB |
| 7. Building NLP based Text Clustering application/10. Dockerizing the text clustering app.html | 164 B |
| 7. Building NLP based Text Clustering application/2. Stemming & Lemmatization for cleaner text.mp4 | 90.9 MB |
| 7. Building NLP based Text Clustering application/2. Stemming & Lemmatization for cleaner text.vtt | 9.9 KB |
| 7. Building NLP based Text Clustering application/2.1 text_cluster_api.py.py | 3.6 KB |
| 7. Building NLP based Text Clustering application/3. Converting unstructured to structured data.mp4 | 95.7 MB |
| 7. Building NLP based Text Clustering application/3. Converting unstructured to structured data.mp4.jpg | 77.4 KB |
| 7. Building NLP based Text Clustering application/3. Converting unstructured to structured data.txt | 244 B |
| 7. Building NLP based Text Clustering application/3. Converting unstructured to structured data.vtt | 8.9 KB |
| 7. Building NLP based Text Clustering application/4. KMeans Clustering.mp4 | 82.2 MB |
| 7. Building NLP based Text Clustering application/4. KMeans Clustering.vtt | 7 KB |
| 7. Building NLP based Text Clustering application/5. Preparing the excel output.mp4 | 108.8 MB |