Added references for future versions

Lectures/09.multiclass.lyx

@@ -1,9 +1,9 @@
-#LyX 2.2 created this file. For more info see http://www.lyx.org/
-\lyxformat 508
+#LyX 2.3 created this file. For more info see http://www.lyx.org/
+\lyxformat 544
 \begin_document
 \begin_header
 \save_transient_properties true
-\origin /Users/drosen/Dropbox/repos/mlcourse/Lectures/
+\origin unavailable
 \textclass beamer
 \begin_preamble
 \usetheme{CambridgeUS} 
@@ -62,6 +62,8 @@
 \font_osf false
 \font_sf_scale 100 100
 \font_tt_scale 100 100
+\use_microtype false
+\use_dash_ligatures true
 \graphics default
 \default_output_format default
 \output_sync 0
@@ -101,6 +103,7 @@
 \suppress_date false
 \justification true
 \use_refstyle 0
+\use_minted 0
 \boxbgcolor #ff31d8
 \index Index
 \shortcut idx
@@ -110,7 +113,10 @@
 \tocdepth 2
 \paragraph_separation indent
 \paragraph_indentation default
-\quotes_language english
+\is_math_indent 0
+\math_numbering_side default
+\quotes_style english
+\dynamic_quotes 0
 \papercolumns 1
 \papersides 1
 \paperpagestyle default
@@ -820,6 +826,20 @@ LatexCommand tableofcontents
 \end_layout
 
 \end_deeper
+\begin_layout Frame
+\begin_inset Note Note
+status open
+
+\begin_layout Plain Layout
+Bring in results summarized in http://www.mit.edu/~9.520/spring09/Classes/multiclas
+s.pdf
+\end_layout
+
+\end_inset
+
+
+\end_layout
+
 \begin_layout Standard
 \begin_inset Note Note
 status open
@@ -4584,6 +4604,7 @@ Paper by Rifkin & Klautau:
 LatexCommand href
 name "In Defense of One-Vs-All Classification"
 target "http://www.jmlr.org/papers/v5/rifkin04a.html"
+literal "false"
 
 \end_inset
 

Lectures/11c.gradient-boosting.lyx

@@ -815,7 +815,6 @@ Contents
 
 \end_layout
 
-\begin_deeper
 \begin_layout Standard
 \begin_inset CommandInset toc
 LatexCommand tableofcontents
@@ -825,11 +824,15 @@ LatexCommand tableofcontents
 
 \end_layout
 
-\end_deeper
 \begin_layout Standard
 \begin_inset Note Note
 status open
 
+\begin_layout Plain Layout
+presentation on xgboost, catboost, lightgbm: https://www.youtube.com/watch?v=5CWww
+tEM2TA
+\end_layout
+
 \begin_layout Plain Layout
 Possible ISSUE: For minibatching i.e.
  stochastic gradient boosting – do I need to change the objective function