Fantasy Baseball Discussions by Fantasy Toolz
Fantasy Toolz Podcast
To quote Dr. Evil, "The details of our lives are quite inconsequential." What's important is that we like fantasy, as it applies to the genre and the game derived from baseball statistics. We also enjoy developing analytical and computational “tools” for supporting the latter habit. Our goal is to share our fantasy baseball tools with a little help from the fantasy genre for context, allusion, and (fire and) ice breaking. In doing so, we hope to broaden the way our audience approaches fantasy baseball. Our podcast presents our methods to the public in the spirit of OpenSource - through freely...
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Author
Fantasy Baseball Discussions by Fantasy Toolz
Category
Podcast website
Latest episode
Oct 3, 2026
Where to listen?
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Episodes
Episode 2.28 - It's All in the Mind 04.09.2018 28:14
2.28 complains about closers (0:37), finds K-Rod (2:16), skims WaPo’s article about baseball cliches (3:17), recaps Algorithm Club (4:54), thinks about the future of Algorithm Club (17:16), gets ready for BoJack S5 (22:17) & NFL (23:04), and ends with a review of Inception (24:03).
Episode 2.27 - Weights and Biases 28.08.2018 28:41
2.27 strategizes fantasy baseball through MLB standings watching (0:40), introduces the week’s algorithm challenge topic: Artificial Neural Networks (neural nets) (5:04), dives into some half baked neural net applications (14:53), punts a Fantasy Football conversation (22:56), and reviews Casino Royale (25:34).
Episode 2.26 - It’s Time for Time 21.08.2018 30:30
2.26 bats around praise for the most recent triple play (0:40), ponders learning a new language (2:28), critiques Cat. 5e cables (3:46), introduces the week’s algorithm challenge topic: time series analysis (5:57), models the longitudinal ownership of Max Muncy v. Jurickson Profar (11:50), peeks at the state of the home league (23:36), and reviews Pirates of the Caribbean (Black Pearl, duh) (25:30...
Episode 2.25 - Ensemble Learners 14.08.2018 32:52
2.25 visits DEF CON (0:40), weighs a steam locomotive argument (1:56), bats around some baseball topics (4:08), introduces the week’s algorithm challenge topic: Random Forests (5:23), applies the Random Forest algorithm to TGFBI data (9:51), applies the Random Forest algorithm to closers (16:36), ponders the home league (24:37), punts some football topics (26:16), and reviews Fight Club (28:12).
Episode 2.24 - Unsupervised Learning 07.08.2018 32:03
2.24 glances at the MLB standings (0:39), postulates about the Premier League (3:50), introduces the week’s algorithm challenge topic: PCA (Principal Component Analysis) (5:24), applies PCA to TGFBI (The Great Fantasy Baseball Invitational) (8:22), applies PCA to statcast data for pitch identification (17:17), checks the news out of math world (25:48), and ends with a review of The Princess Bride...
Episode 2.23 - Algorithm Club 31.07.2018 30:11
2.23 critiques novels employing MLB fan cheap shots (0:37), identifies the Twins firesale (1:26), reviews an astronomical analysis of baseball stadiums (3:31), introduces the week’s algorithm challenge topic: simple univariate outlier detection(4:36), identifies pitching outliers using fastball velocity data (6:49), discusses the application of Kernel Density Estimation (KDE) on BABIP (batting ave...
Episode 2.22 - Naive Bayes 24.07.2018 28:16
2.22 analyzes Jimmy G’s choice of lady friends (0:40), scrutinizes the sports eclipse (2:24), presents a new series: the algorithmic challenge (4:32), provides a primer on TGFBI analysis (13:35), checks in with the craft beer scene (20:19), critiques a recent WaPo article on accents (21:12), glances at the new job opening with the Brew Crew (23:19), and ends with a review of Gattaca (24:10).
Episode 2.21 - Error Functions 17.07.2018 30:29
2.21 analyzes the new scandal in Washington (0:38), dissects the Matheny news (1:38), speculates Machado landing spots (2:37), revisits the Runs machine learning model (4:30) with some updates (11:21), revisits early season pitcher assertions (14:54), touches on some Eurosport (24:38), and reviews IJ1 (26:29).
Episode 2.20 - Newton Was Wrong 10.07.2018 30:30
2.20 glances at the World Cup 2018 (0:40), critiques the ASG selections through a fantasy lens (2:03), summarizes salient points from the last few buy low/sell high podcasts (4:26),workshops Gaussian Mixture Models (15:23), ponders the impact that bias has on data assumptions (22:56), and reviews Independence Day (24:42)
Episode 2.19 - Boolean Bros 04.07.2018 30:42
2.19 provides a bonus review session: road trips (0:39), mentions the Toolz Darby Redux (2:22), whips through some potential buy low pitchers (4:32), hits around a few potential buy low hitters (17:04), criticizes the ASG ballot box (25:04), and ends with a review of Rogue One (27:13).
Episode 2.18 - Threshold Logic 27.06.2018 31:43
2.18 spoils Westworld (0:43), bats around the new MLB pitching strategy (3:56), ponders the conundrum: so you want to sell pitchers high (6:20), develops the buy low flow (18:42), peers at the home league standings (23:56), and reviews T2 (25:40).
Episode 2.17 - Flowcharts, Clusters, and Sell High Batters 19.06.2018 29:55
2.17 peers at the World Cup action (0:39), bats around some MLB topics (2:27), ponders the conundrum: so you want to sell high (5:04) and presents some potential sell high batters (13:26), celebrates Father’s Day with Westworld (23:26), and reviews Willy Wonka (25:38).
Episode 2.16 - +100 Keepers 12.06.2018 31:29
2.16 drops into Westworld (0:40), fawns over the immaculate inning (2:23), announces the GoT spinoff (4:08), ponders the conundrum: So you want to plan for keepers? (5:20), floats some potential keepers (15:37), imagines ‘The Decision 2.0’ (26:00), and ends with a review of Fahrenheit 451 (27:43).
Episode 2.15 - Trading Time 05.06.2018 32:41
2.15 reports the versioning news of the day (0:40), takes the pulse of the dark v. light roast debate (2:39), ponders the conundrum: so you want to make a trade (4:54), presents a basic trade evaluator model (17:02), glances at the news from Westworld (24:48), and ends with a review of the Two Towers (25:43).
Pod Special 2.14.1 - Solo 02.06.2018 27:11
2.14.1 extends our Star Wars conversation from podcast 2.14 and discusses Westworld. Caution: this is very unpolished and we go deep.
Episode 2.14 - Running Black Sun to Crimson Dawn 29.05.2018 30:58
2.14 pits theoretical universe expansion options against one another (0:39), recognizes a week of bad beats for the Toolz in Fantasy (1:50), ponders the conundrum: so your team doesn’t Run (4:36), applies the growth chart model from season 1 to 2018 Run data (12:34), shoots through other news in Sport (27:54), and ends with a review of Solo… kind of (29:26).
Episode 2.13 - OWN3D 22.05.2018 34:04
2.13 drops into Shogun World (0:41), tackles the Laurel Yanni debate (3:36), scrutinizes longitudinal CBS player ownership data (5:12), examines ESPN ownership trends (18:04), peruses the NBA happenings (28:48), and reviews Fellowship (30:21).
Episode 2.12 - Eephus Pitches 15.05.2018 34:55
2.12 wonders at the legalization of sports gambling (0:40), drops into Westworld (1:48), complains about recent DL moves (4:15), ponders the conundrum: so your team doesn’t K (6:10), builds a few linear regression models for K based stats (14:35), glances at the EPL news (28:43), and reviews Goldeneye (30:24).
Episode 2.11 - Good to See You Wallenby 08.05.2018 32:35
2.11 drops into Westworld (0:41), bats around some miscellaneous baseball talking points (2:08), ponders the conundrum: so your team doesn’t have power (5:10), builds optimistic machine learning home runs model (17:12), bounces into some NBA playoff thoughts (26:44), and reviews HP6 (28:36).
Episode 2.10 - A Very Crichton Podcast 01.05.2018 29:04
2.10 visits Westworld 2.01 and 2.02 (0:39), analyzes a figure relating Ks/Hs/BBs/HRs (1:20), premieres a new segment: random hitters doing well (2:43), introduces the conundrum: so your team doesn’t win average (5:14), reviews batting average work done in season 1 (15:18), peeks at the TGFBI standings (22:39), chats about the ‘18 NBA playoffs (24:21), and ends with a review of Jurassic Park (25:17...
Episode 2.09 - An Elusive Category 24.04.2018 34:04
2.09 visits Milwaukee (0:40), works through the ‘18 NBA first round playoffs (1:48), ponders the conundrum: so your team doesn’t get wins (3:51), dips into some new machine learning with tensorflow (16:02), scrutinizes predicting outcomes through the assessment of random betting markets (26:01), assesses FiveThiryEight’s article about late inning favorable ball and strike calls (27:33), and ends w...
Episode 2.08 - Vulture Saves 17.04.2018 33:11
2.08 celebrates Joe Mauer’s fantasy irrelevant achievement (0:41), rants about the new MLB TV ad paradigm (2:30), discusses MLB action in the PR & snow (3:21), ponders the conundrum: so your team doesn’t get saves (5:03), presents the beta version of the relief report (16:06), bounces around some NBA playoff talk (22:36), and ends with the great IJ3 review (25:39).
Episode 2.07 - Forlorn Banjo 10.04.2018 32:26
2.07 scrutinizes the achievement of hitting the cycle (0:42), acknowledges the new Solo trailer (2:50), ponders the conundrum: so your team doesn’t steal bases (5:02), jumps into Monte Carlo in search of legitimate stolen bases (16:05), notes the impending NBA playoffs (25:45), and ends with a review of Hitchhiker’s Guide to the Galaxy (27:28).
Episode 2.06 - Profiling People Picking Players 03.04.2018 32:21
2.06 celebrates baseball’s return (0:39), peeks in the bet box (2:23), gets into fantasy add/drops by examining ownership data (4:58), performs player spot checks with publicly available ownership data (17:46), scrutinizes what other sport is occurring (24:42), and ends with a review of Spaceballs (26:39).
Episode 2.05 - Narrowing Outcomes 27.03.2018 31:06
2.05 gets ready for baseball with some MLB thoughts (0:42) & picks RoY candidates (3:25), gets into fantasy with some roster management deep thoughts (5:28), dusts off the growth chart & Bastardo work (16:38), pontificates about the best John Williams song (23:35), celebrates all the sport happening (26:02), and reviews Indiana Jones and the Temple of Doom (27:40).
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