CourseClub NET Coursera How to Win Data Science Competition Learn from Top Kagglers

CourseClub NET Coursera How to Win Data Science Competition Learn from Top Kagglers

Name	[CourseClub.NET] Coursera - How to Win a Data Science Competition Learn from Top Kagglers	DOWNLOAD Copy Link
Total Size	2.2 GB
Total Files	131
Hash	C34A26F7A024C4767216AF3E9C47F26540D7D1D0

/001.Welcome to How to win a data science competition/
001. Introduction.mp4	10.2 MB
001. Introduction.srt	2.8 KB
002. Meet your lecturers.mp4	14.5 MB
002. Meet your lecturers.srt	3.6 KB
003. Course overview.mp4	36.3 MB
003. Course overview.srt	10.4 KB
/002.Competition mechanics/
004. Competition Mechanics.mp4	26.1 MB
004. Competition Mechanics.srt	11.2 KB
005. Kaggle Overview [screencast].mp4	33.9 MB
005. Kaggle Overview [screencast].srt	9.4 KB
006. Real World Application vs Competitions.mp4	21.0 MB
006. Real World Application vs Competitions.srt	8.9 KB
/003.Recap of main ML algorithms/
007. Recap of main ML algorithms.mp4	35.1 MB
007. Recap of main ML algorithms.srt	13.9 KB
/004.Software Hardware requirements/
008. Software Hardware Requirements.mp4	22.6 MB
008. Software Hardware Requirements.srt	8.1 KB
/005.Feature preprocessing and generation with respect to models/
009. Overview.mp4	26.9 MB
009. Overview.srt	9.2 KB
010. Numeric features.mp4	50.7 MB
010. Numeric features.srt	19.0 KB
011. Categorical and ordinal features.mp4	42.5 MB
011. Categorical and ordinal features.srt	13.5 KB
012. Datetime and coordinates.mp4	34.0 MB
012. Datetime and coordinates.srt	10.5 KB
013. Handling missing values.mp4	39.7 MB
013. Handling missing values.srt	13.1 KB
/006.Feature extraction from text and images/
014. Bag of words.mp4	39.9 MB
014. Bag of words.srt	14.0 KB
015. Word2vec, CNN.mp4	48.2 MB
015. Word2vec, CNN.srt	17.2 KB
/007.Final project/
016. Final project overview.mp4	18.7 MB
016. Final project overview.srt	5.6 KB
/008.Exploratory data analysis/
017. Exploratory data analysis.mp4	25.1 MB
017. Exploratory data analysis.srt	9.9 KB
018. Building intuition about the data.mp4	23.4 MB
018. Building intuition about the data.srt	9.7 KB
019. Exploring anonymized data.mp4	45.1 MB
019. Exploring anonymized data.srt	18.6 KB
020. Visualizations.mp4	44.7 MB
020. Visualizations.srt	16.5 KB
021. Dataset cleaning and other things to check.mp4	27.1 MB
021. Dataset cleaning and other things to check.srt	9.8 KB
/009.EDA examples/
022. Springleaf competition EDA I.mp4	21.1 MB
022. Springleaf competition EDA I.srt	9.2 KB
023. Springleaf competition EDA II.mp4	46.5 MB
023. Springleaf competition EDA II.srt	20.3 KB
024. Numerai competition EDA.mp4	23.0 MB
024. Numerai competition EDA.srt	7.9 KB
/010.Validation/
025. Validation and overfitting.mp4	35.7 MB
025. Validation and overfitting.srt	13.6 KB
026. Validation strategies.mp4	27.4 MB
026. Validation strategies.srt	9.3 KB
027. Data splitting strategies.mp4	58.9 MB
027. Data splitting strategies.srt	19.1 KB
028. Problems occurring during validation.mp4	74.5 MB
028. Problems occurring during validation.srt	26.0 KB
/011.Data leakages/
029. Basic data leaks.mp4	23.2 MB
029. Basic data leaks.srt	8.3 KB
030. Leaderboard probing and examples of rare data leaks.mp4	35.7 MB
030. Leaderboard probing and examples of rare data leaks.srt	12.5 KB
031. Expedia challenge.mp4	37.4 MB
031. Expedia challenge.srt	11.7 KB
/012.Metrics optimization/
032. Motivation.mp4	28.8 MB
032. Motivation.srt	10.8 KB
033. Regression metrics review I.mp4	48.6 MB
033. Regression metrics review I.srt	17.9 KB
034. Regression metrics review II.mp4	30.6 MB
034. Regression metrics review II.srt	9.8 KB
035. Classification metrics review.mp4	73.7 MB
035. Classification metrics review.srt	24.8 KB
036. General approaches for metrics optimization.mp4	24.9 MB
036. General approaches for metrics optimization.srt	8.2 KB
037. Regression metrics optimization.mp4	37.6 MB
037. Regression metrics optimization.srt	12.4 KB
038. Classification metrics optimization I.mp4	27.5 MB
038. Classification metrics optimization I.srt	9.2 KB
039. Classification metrics optimization II.mp4	26.5 MB
039. Classification metrics optimization II.srt	8.9 KB
/013.Mean encodings/
040. Concept of mean encoding.mp4	32.0 MB
040. Concept of mean encoding.srt	10.1 KB
041. Regularization.mp4	29.7 MB
041. Regularization.srt	9.4 KB
042. Extensions and generalizations.mp4	41.1 MB
042. Extensions and generalizations.srt	12.5 KB
/014.Hyperparameter tuning/
043. Hyperparameter tuning I.mp4	26.2 MB
043. Hyperparameter tuning I.srt	9.1 KB
044. Hyperparameter tuning II.mp4	45.4 MB
044. Hyperparameter tuning II.srt	15.5 KB
045. Hyperparameter tuning III.mp4	49.5 MB
045. Hyperparameter tuning III.srt	15.5 KB
/015.Tips and tricks/
046. Practical guide.mp4	62.0 MB
046. Practical guide.srt	22.7 KB
047. KazAnova's competition pipeline, part 1.mp4	35.5 MB
047. KazAnova's competition pipeline, part 1.srt	24.0 KB
048. KazAnova's competition pipeline, part 2.mp4	33.6 MB
048. KazAnova's competition pipeline, part 2.srt	22.1 KB
/016.Advanced features II/
049. Statistics and distance based features.mp4	22.0 MB
049. Statistics and distance based features.srt	7.0 KB
050. Matrix factorizations.mp4	25.3 MB
050. Matrix factorizations.srt	9.2 KB
051. Feature Interactions.mp4	21.4 MB
051. Feature Interactions.srt	8.0 KB
052. t-SNE.mp4	22.6 MB
052. t-SNE.srt	7.7 KB
/017.Ensembling/
053. Introduction into ensemble methods.mp4	11.2 MB
053. Introduction into ensemble methods.srt	7.2 KB
054. Bagging.mp4	16.7 MB
054. Bagging.srt	11.3 KB
055. Boosting.mp4	29.3 MB
055. Boosting.srt	19.6 KB
056. Stacking.mp4	32.3 MB
056. Stacking.srt	19.4 KB
057. StackNet.mp4	30.7 MB
057. StackNet.srt	18.5 KB
058. Ensembling Tips and Tricks.mp4	26.8 MB
058. Ensembling Tips and Tricks.srt	18.4 KB
/018.Competitions go through/
059. Crowdflower Competition.mp4	37.9 MB
059. Crowdflower Competition.srt	15.8 KB
060. Springleaf Marketing Response.mp4	25.4 MB
060. Springleaf Marketing Response.srt	8.1 KB
061. Microsoft Malware Classification Challenge.mp4	71.7 MB
061. Microsoft Malware Classification Challenge.srt	23.5 KB
062. Walmart Trip Type Classification.mp4	31.0 MB
062. Walmart Trip Type Classification.srt	10.2 KB
063. Acquire Valued Shoppers Challenge, part 1.mp4	36.5 MB
063. Acquire Valued Shoppers Challenge, part 1.srt	25.7 KB
064. Acquire Valued Shoppers Challenge, part 2.mp4	32.4 MB
064. Acquire Valued Shoppers Challenge, part 2.srt	22.4 KB
/
[CourseClub.NET].url	0.1 KB
[FCS Forum].url	0.1 KB
[FreeCourseSite.com].url	0.1 KB
Total files 131