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Free MLOps course from DataTalks.Club

Jupyter Notebook 99.10% Dockerfile 0.01% Python 0.80% Shell 0.02% Makefile 0.01% HCL 0.06%

machine-learning mlops model-deployment model-monitoring workflow-orchestration

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iremerturk amitkayal mldeveloper01 briancg42 aditya-zutshi algonacci zchristian955 adityamathur08 dojchinovska baldcodr eugenekwak shuaiwang88 muhammadyahiya bamwani detio1 1985shree rifat1493 drcfsorg gavinljj batman-do efrenbl amart85 tosinjayeola manideepvemula ardhikamal saipulrx amruta95 parthasarathichakraborty obasoro shamanez danz007 abdullahmohammadkhan ramnathv nikolaospapachristou rishirelan resitkadir1 fedihamdi arreyves muhammad-mustafa ruanribeiros tarunvallabhuni aliktk krishnabyggari94 hassan-ashfaq lcajachahua morilla123 mekongdelta-mind sudharsan2020 anice1 marziehzzare mikekiwa grojasc devalpandya ayoub-berdeddouch teomotun drag88 tanzhongyi003 xluckywang user01010011 syahmi001 nadcharin aritonangjo95 ncnaveen usmaan-aali vermaayush680 devesh1093 dymax vivatolu bilygeorg nishantsulay teste-emilio muthaiahs shivagowri1928 yeasha sea-conch gyanachand1 prudhvip21 macos cheikhtourad eyarayes ikhwankhaliddd marcosmjd napo178 guilhermebrejeiro hhy5277 ekene966 krishnaveni2802 afhabibieee blueband deborahwalz gialkady michaelstenzel theqi cosmicravi mdirshaddev udaykumar0711 muhammadzulfanazhari ahmadabdelhameed vedia-jerezdaniel saketks2694

mlops-zoomcamp's Issues

Timecodes for "MLOps Zoomcamp 6.1 - Testing Python code with pytest"

Youtube video: https://www.youtube.com/watch?v=CJp1eFQP5nk

Timecodes for "MLOps Zoomcamp 4.4 - (Optional) Streaming: Deploying models with Kinesis and Lambda "

Youtube video: https://www.youtube.com/watch?v=TCqr9HNcrsI

Timecodes for "MLOps Zoomcamp 3.2 - Introduction to Prefect 2.0"

Youtube video: https://www.youtube.com/watch?v=Yb6NJwI7bXw

Timecodes for "MLOps Zoomcamp 3.1 - Negative engineering and workflow orchestration"

Youtube video: https://www.youtube.com/watch?v=eKzCjNXoCTc

Timecodes for "MLOps Zoomcamp 4.6 - Batch: Scheduling batch scoring jobs with Prefect"

Youtube video: https://www.youtube.com/watch?v=ekT_JW213Tc

Timecodes for "MLOps Zoomcamp 4.5 - Batch: Preparing a scoring script"

Youtube video: https://www.youtube.com/watch?v=18Lbaaeigek

Timecodes for "MLOps Zoomcamp 5.5 - Batch monitoring walktrough (Prefect, MongoDB, Evidently)"

Youtube video: https://www.youtube.com/watch?v=KefdYuue_FE

Timecodes for "MLOps Zoomcamp 2022 - Homework #2"

Youtube video: https://www.youtube.com/watch?v=s2LcTqLEIxw

Timecodes for "MLOps Zoomcamp 4.1 - Three ways of deploying a model"

Youtube video: https://www.youtube.com/watch?v=JMGe4yIoBRA

Timecodes for "MLOps Zoomcamp 5.2 - Setting up the environment"

Youtube video: https://www.youtube.com/watch?v=VkkpVXW53bo

Timecodes for "MLOps Zoomcamp 2.6 - MLflow in practice"

Youtube video: https://www.youtube.com/watch?v=1ykg4YmbFVA

Timecodes for "MLOps Zoomcamp 1.5 - MLOps maturity model"

Youtube video: https://www.youtube.com/watch?v=XwTH8BDGzYk

In the homework we have been asked to use the "For-Hire Vehicle Trip Records". We have been asked to train a linear regression model with Pickup and drop off location as features. But what is the target? There are only 7 columns here which are dispatching_base_nu, pickup_datetime , dropOff_datetime , PUlocationID, DOlocationID, SR_Flag and Affiliated_base_number. PUlocationID and DOlocationID are the two input features and I do not see a target variable. Do we have to predict the trip duration using linear regression? Please clrify

Thanks.

Regards,
Raghav

Timecodes for "MLOps Zoomcamp Homework #4"

Youtube video: https://www.youtube.com/watch?v=Gzj2crFqgSI

Timecodes for "MLOps Zoomcamp 2022 - Office Hours #4"

Youtube video: https://www.youtube.com/watch?v=mQVyA98dlak

Timecodes for "MLOps Zoomcamp 1.1 - Introduction"

Youtube video: https://www.youtube.com/watch?v=s0uaFZSzwfI

Timecodes for "MLOps Zoomcamp 2.7 - MLflow: benefits, limitations and alternatives"

Youtube video: https://www.youtube.com/watch?v=Lugy1JPsBRY

pandas failed to read parquet when python=3.10 and engine=fastparquet

Hey guys,

Not really an issue but in case folks having the same problem -

When I use python 3.10 and fastparquet as the engine, I always get a "system error". Then I managed to read the data as soon as I switched to python 3.9 with pyarror as the engine.

I'm using a M1 macbook air with macOS Monterey. Sorry I forgot to capture the error, but i'll post that if i can recreate it.

Instructions for "MLOps Zoomcamp 1 - Homework"

Missing instructions about turning the features DOlocationID and PUlocationID into string/categorical after set it to -1, so we can apply OHE properly.

If this step is missed, students will not get correct results for Q4, Q5 and Q6

homework.md

Timecodes for "MLOps Zoomcamp 2.1 - Experiment tracking intro"

Youtube video: https://www.youtube.com/watch?v=MiA7LQin9c8

Timecodes for "MLOps Zoomcamp 1.3 - (Optional) Training a ride duration prediction model"

Youtube video: https://www.youtube.com/watch?v=iRunifGSHFc

Timecodes for "MLOps Zoomcamp 4.2 - Web-services: Deploying models with Flask and Docker"

Youtube video: https://www.youtube.com/watch?v=D7wfMAdgdF8

Timecodes for "MLOps Zoomcamp 2022 - Office Hours #3"

Youtube video: https://www.youtube.com/watch?v=2J0YbHgSgYY

Timecodes for "MLOps Zoomcamp 2022 - Homework #3"

Youtube video: https://www.youtube.com/watch?v=DfmRb7J-Wuw

MLops Zoomcamp

Timecodes for "MLOps Zoomcamp 3.5 - Deployment of Prefect flow"

Youtube video: https://www.youtube.com/watch?v=xw9JfaWPPps

Timecodes for "MLOps Zoomcamp 5.3 - Creating a prediction service and simulating traffict"

Youtube video: https://www.youtube.com/watch?v=umQ3Mo5G1o8

Timecodes for "MLOps Zoomcamp 4.3 - Web-services: Getting the models from the model registry (MLflow)"

Youtube video: https://www.youtube.com/watch?v=aewOpHSCkqI

Timecodes for "MLOps Zoomcamp 1.3 - Reading Parquet files instead of CSV"

Youtube video: https://www.youtube.com/watch?v=r94QjpX9vSE

Timecodes for "MLOps Zoomcamp 3.3 - First Prefect flow and basics"

Youtube video: https://www.youtube.com/watch?v=MCFpURG506w

Timecodes for "MLOps Zoomcamp 6.5 - Git pre-commit hooks"

Youtube video: https://www.youtube.com/watch?v=lmMZ7Axk2T8

Timecodes for "MLOps Zoomcamp 6.3 - Testing cloud services with LocalStack"

Youtube video: https://www.youtube.com/watch?v=9yMO86SYvuI

Timecodes for "MLOps Zoomcamp 5.4 - Realtime monitoring walktrough (Prometheus, Evidently, Grafana)"

Youtube video: https://www.youtube.com/watch?v=r_m4VFEJ8yY

Timecodes for "MLOps Zoomcamp 5.1 - Monitoring for ML-based services"

Youtube video: https://www.youtube.com/watch?v=gMiT11Bp05A

Timecodes for "MLOps Zoomcamp 2022 - Office Hours #1"

Youtube video: https://www.youtube.com/watch?v=8uJ36ZZr_Is

Timecodes for "MLOps Zoomcamp 6.4 - Code quality: linting and formatting"

Youtube video: https://www.youtube.com/watch?v=uImvWE-iSDQ

Timecodes for "MLOps Zoomcamp 2.4 - Model management"

Youtube video: https://www.youtube.com/watch?v=OVUPIX88q88

Timecodes for "MLOps Zoomcamp 2022"

Youtube video: https://www.youtube.com/watch?v=3T5kUA3eWWc

Please activate the `Discussions` tab from the repository settings

Please see here on how to activate the Discussions tab on GitHub.

https://docs.github.com/en/discussions/quickstart#enabling-github-discussions-on-your-repository

This allows one to raise a query (but not a GitHub issue) in a discussion. If it is deemed that the “query” should be an issue instead of a discussion topic, that is also possible with click of a button.